{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Proportional Fairness Scheduler\n",
    "\n",
    "In this notebook we illustrate how to schedule users in an OFDM time/frequency\n",
    "resource grid according to a proportional fairness criterion.  \n",
    "We consider a single-user MIMO system, i.e., at most one user can be scheduled\n",
    "in a resource element.\n",
    "\n",
    "We provide a simplistic but pedagogical example where the rate achievable by\n",
    "users across the OFDM resource grid follows an autoregressive process.  \n",
    "This example can be used as boilerplate code for use in a more realistic setting."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![scheduling_notebook.png]()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports\n",
    "\n",
    "We start by importing Sionna and the relevant external libraries:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-14T11:13:38.018850Z",
     "iopub.status.busy": "2025-03-14T11:13:38.018186Z",
     "iopub.status.idle": "2025-03-14T11:13:40.695687Z",
     "shell.execute_reply": "2025-03-14T11:13:40.694595Z"
    }
   },
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3'\n",
    "if os.getenv(\"CUDA_VISIBLE_DEVICES\") is None:\n",
    "    gpu_num = 0 # Use \"\" to use the CPU\n",
    "    if gpu_num!=\"\":\n",
    "        print(f'\\nUsing GPU {gpu_num}\\n')\n",
    "    else:\n",
    "        print('\\nUsing CPU\\n')\n",
    "    os.environ[\"CUDA_VISIBLE_DEVICES\"] = f\"{gpu_num}\"\n",
    "\n",
    "# Import Sionna\n",
    "try:\n",
    "    import sionna.sys\n",
    "except ImportError as e:\n",
    "    import sys\n",
    "    if 'google.colab' in sys.modules:\n",
    "       # Install Sionna in Google Colab\n",
    "       print(\"Installing Sionna and restarting the runtime. Please run the cell again.\")\n",
    "       os.system(\"pip install sionna\")\n",
    "       os.kill(os.getpid(), 5)\n",
    "    else:\n",
    "       raise e\n",
    "\n",
    "# Configure the notebook to use only a single GPU and allocate only as much memory as needed\n",
    "# For more details, see https://www.tensorflow.org/guide/gpu\n",
    "import tensorflow as tf\n",
    "tf.get_logger().setLevel('ERROR')\n",
    "gpus = tf.config.list_physical_devices('GPU')\n",
    "if gpus:\n",
    "    try:\n",
    "        tf.config.experimental.set_memory_growth(gpus[0], True)\n",
    "    except RuntimeError as e:\n",
    "        print(e)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Additional external libraries\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# Sionna components\n",
    "from sionna.phy import config, Block\n",
    "from sionna.phy.constants import BOLTZMANN_CONSTANT\n",
    "from sionna.sys import PFSchedulerSUMIMO\n",
    "\n",
    "# Set random seed for reproducibility\n",
    "sionna.phy.config.seed = 48\n",
    "\n",
    "# Internal computational precision\n",
    "sionna.phy.config.precision = 'single'  # 'single' or 'double'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The main principle\n",
    "\n",
    "The [proportional fairness (PF) scheduler](https://nvlabs.github.io/sionna/sys/api/scheduling.html) distributes the available\n",
    "resources across users by maximizing the sum of logarithms of the\n",
    "long-term throughputs $T(u)$ across the users $u=1,2,\\dots$:  \n",
    "$$\n",
    "\\max \\sum_u \\log T(u).\n",
    "$$\n",
    "\n",
    "To this aim, the scheduler assigns each resource $i$ to the user with the highest PF\n",
    "metric, defined as the ratio of the *achievable* rate on resource $i$ to\n",
    "the throughout achieved by the user in the past [[1]](#references),\n",
    "[[2]](#references), [[3]](#references).\n",
    "\n",
    "As a result, resources are distributed (roughly) uniformly across users, who are\n",
    "scheduled when their channel conditions reach a local peak. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Basic scenario\n",
    "\n",
    "To illustrate the key principles of proportional fairness, we design a simple\n",
    "example where each user's achievable rate on each subcarrier evolves according\n",
    "to an autoregressive (AR) process centered around a user-specific mean. \n",
    "\n",
    "We first set the main simulation parameters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-14T11:13:40.700682Z",
     "iopub.status.busy": "2025-03-14T11:13:40.700333Z",
     "iopub.status.idle": "2025-03-14T11:13:40.724740Z",
     "shell.execute_reply": "2025-03-14T11:13:40.724001Z"
    }
   },
   "outputs": [],
   "source": [
    "# Number users\n",
    "num_ut = 3\n",
    "\n",
    "# OFDM resource grid\n",
    "num_subcarriers = 12\n",
    "num_ofdm_symbols = 2\n",
    "num_slots = 200\n",
    "\n",
    "# User-specific average achievable rate\n",
    "se_achievable_avg = config.tf_rng.uniform([num_ut], minval=1, maxval=7)\n",
    "\n",
    "# User-specific AR multiplicative parameter\n",
    "rho = config.tf_rng.uniform([num_ut], minval=0.8, maxval=.95)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate achievable rate time series\n",
    "\n",
    "We now generate the achievable rate time series for each user, on all\n",
    "subcarriers.  \n",
    "Note that this section would be typicall replaced by generating channel\n",
    "realizations according to user mobility and computing the related SINR, as\n",
    "shown, e.g.,\n",
    "in the [link adaptation\n",
    "notebook](https://nvlabs.github.io/sionna/sys/tutorials/LinkAdaptation.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-14T11:13:40.727388Z",
     "iopub.status.busy": "2025-03-14T11:13:40.727183Z",
     "iopub.status.idle": "2025-03-14T11:13:40.732823Z",
     "shell.execute_reply": "2025-03-14T11:13:40.732105Z"
    }
   },
   "outputs": [],
   "source": [
    "class AR1(Block):\n",
    "    \"\"\" Autoregressive process of order 1 for the achievable rate evolution \"\"\"\n",
    "    def __init__(self, mean, rho, precision=None):\n",
    "        super().__init__(precision=precision)\n",
    "        self.mean = tf.cast(mean, self.rdtype)\n",
    "        self.rho = tf.cast(rho, self.rdtype)\n",
    "        self.val = tf.Variable(mean, dtype=self.rdtype)\n",
    "\n",
    "    def call(self):\n",
    "        val_new = self.val * self.rho + self.mean * (1 - self.rho) + \\\n",
    "            config.tf_rng.normal(self.val.shape, dtype=self.rdtype, stddev=1)\n",
    "        val_new = tf.maximum(tf.cast(0, self.rdtype), val_new)\n",
    "        self.val.assign(val_new)\n",
    "        return self.val"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-14T11:13:40.735821Z",
     "iopub.status.busy": "2025-03-14T11:13:40.735593Z",
     "iopub.status.idle": "2025-03-14T11:13:42.395188Z",
     "shell.execute_reply": "2025-03-14T11:13:42.394314Z"
    }
   },
   "outputs": [],
   "source": [
    "# Broadcast across resources\n",
    "se_achievable_avg = tf.tile(se_achievable_avg[tf.newaxis, :],\n",
    "                            [num_subcarriers, 1])\n",
    "rho = tf.tile(rho[tf.newaxis, :],\n",
    "              [num_subcarriers, 1])\n",
    "\n",
    "# Create the AR(1) process\n",
    "se_achievable_ar = AR1(se_achievable_avg, rho)\n",
    "\n",
    "# Generate the achievable rate time series\n",
    "se_achievable_hist = np.zeros([num_slots*num_ofdm_symbols,\n",
    "                               num_subcarriers,\n",
    "                               num_ut])\n",
    "for slot in range(num_slots*num_ofdm_symbols):\n",
    "    se_achievable_hist[slot, :] = se_achievable_ar().numpy()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-14T11:13:42.399244Z",
     "iopub.status.busy": "2025-03-14T11:13:42.399006Z",
     "iopub.status.idle": "2025-03-14T11:13:42.615631Z",
     "shell.execute_reply": "2025-03-14T11:13:42.614864Z"
    }
   },
   "outputs": [
    {
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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a color map or list of colors\n",
    "colors = plt.cm.Set1(np.linspace(0, 1, num_ut))\n",
    "\n",
    "# Plot\n",
    "fig, ax = plt.subplots(figsize=(10, 5))\n",
    "ax.set_xlabel('OFDM symbol index')\n",
    "ax.set_ylabel('Spectral efficiency [bps/Hz]')\n",
    "ax.set_title('Achievable spectral efficiency evolution (avg across resources)')\n",
    "for ut in range(num_ut):\n",
    "    # Average SE across subcarriers\n",
    "    ax.plot(se_achievable_hist[..., ut].mean(axis=(-1)), color=colors[ut], label=f'User {ut+1}')\n",
    "ax.legend()\n",
    "ax.grid()\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Schedule users\n",
    "\n",
    "We first instantiate a [PFSchedulerSUMIMO](https://nvlabs.github.io/sionna/sys/api/scheduling.html#sionna.sys.PFSchedulerSUMIMO) object to schedule users in a single-user\n",
    "MIMO system."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-14T11:13:42.623328Z",
     "iopub.status.busy": "2025-03-14T11:13:42.623004Z",
     "iopub.status.idle": "2025-03-14T11:13:42.635491Z",
     "shell.execute_reply": "2025-03-14T11:13:42.634670Z"
    }
   },
   "outputs": [],
   "source": [
    "# Instantiate the scheduler\n",
    "scheduler = PFSchedulerSUMIMO(\n",
    "    num_ut,\n",
    "    num_subcarriers,\n",
    "    num_ofdm_symbols,\n",
    "    beta=.95)\n",
    "\n",
    "# Use XLA compilation to speed up simulations\n",
    "@tf.function(jit_compile=True)\n",
    "def scheduler_xla(rate_last_slot, rate_achievable_curr):\n",
    "    return scheduler(rate_last_slot, rate_achievable_curr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The scheduler will now assign the OFDM resources to the different users\n",
    "according to the proportional fairness principle."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-14T11:13:42.637725Z",
     "iopub.status.busy": "2025-03-14T11:13:42.637494Z",
     "iopub.status.idle": "2025-03-14T11:13:44.157400Z",
     "shell.execute_reply": "2025-03-14T11:13:44.156440Z"
    }
   },
   "outputs": [],
   "source": [
    "# Initialize the achieved rate and scheduling decisions history\n",
    "se_achieved_hist = np.zeros([num_slots, num_ut])\n",
    "ut_scheduled_hist = np.zeros([num_slots, num_ofdm_symbols, num_subcarriers])\n",
    "\n",
    "# Initialize the rate achieved in the last slot to 0\n",
    "se_last_slot = tf.zeros([num_ut], dtype=tf.float32)\n",
    "\n",
    "for slot in range(num_slots):\n",
    "    # Extract the achievable rate in the current slot\n",
    "    se_achievable_curr = se_achievable_hist[slot*num_ofdm_symbols:(slot+1)*num_ofdm_symbols, :]\n",
    "\n",
    "    # Schedule users in the current slot across the resource grid\n",
    "    # [num_ofdm_sym, num_subcarriers, num_ut, num_streams_per_ut]\n",
    "    is_scheduled = scheduler(se_last_slot,\n",
    "                             se_achievable_curr)\n",
    "\n",
    "    # Sum spectral efficiency over scheduled resources in the current slot\n",
    "    is_scheduled_re = tf.reduce_all(is_scheduled, axis=-1)\n",
    "    se_last_slot = tf.cast(\n",
    "        is_scheduled_re, se_achievable_curr.dtype) * se_achievable_curr\n",
    "    # [num_ut]\n",
    "    se_last_slot = tf.reduce_sum(se_last_slot, axis=[-2, -3])\n",
    "\n",
    "    # User scheduled in each resource element\n",
    "    # [num_ofdm_sym, num_subcarriers]\n",
    "    ut_scheduled = tf.argmax(tf.reduce_sum(\n",
    "        tf.cast(is_scheduled, tf.int32), axis=-1), axis=-1)\n",
    "\n",
    "    # Store the results\n",
    "    se_achieved_hist[slot, :] = se_last_slot.numpy()\n",
    "    ut_scheduled_hist[slot, :] = ut_scheduled.numpy()\n",
    "\n",
    "# Reshape the scheduling history\n",
    "ut_scheduled_hist = np.reshape(ut_scheduled_hist,\n",
    "                               [num_slots*num_ofdm_symbols, num_subcarriers])\n",
    "\n",
    "# Per-user achieved rate\n",
    "rate_achieved_pf = se_achieved_hist.sum(axis=0)\n",
    "# PF metric\n",
    "pf_metric_pf = np.sum(np.log(rate_achieved_pf))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now visualize for a specific resource element in the grid, when a user is scheduled:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-14T11:13:44.161390Z",
     "iopub.status.busy": "2025-03-14T11:13:44.161084Z",
     "iopub.status.idle": "2025-03-14T11:13:44.423482Z",
     "shell.execute_reply": "2025-03-14T11:13:44.422898Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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DUbduXXzzzTdeHi8EQRA1DXIvJwiCCEK2b9/u07L3zTffAHC5DY8YMQI8z2P+/PleFrPSWH1Hjx6Nffv2YcuWLV7rsrOz4XA4AABDhgyBw+HAihUrlPVOpxPLli3z2q958+Y4ceIErl27piw7dOhQmV1/iyMpKQn79u3DwYMHlWU3b970a/1TExsbi86dO+PDDz90c//dtm2b4tovM3r0aDidTixYsMDrOA6HQxF5gwYNQkREBF599VVYrVa37Yrqqxs3bri953kenTp1AgAUFhb63Kdr166oW7cu3n77bbdtvv32Wxw/fhz333+/3/OVZzsA8VpxOp1Yvny52/LU1FRwHIf77ruvxG0JpH06nQ7t2rUDYwx2ux2AeC3m5OTg8OHDynZZWVl+S8Ht27fPLeb6woULWL9+PQYNGgSNRgOe5zFixAh8/fXXSE9P99pf7leNRuPVx+vWrfMq31ZeBHpNlobLly9j0KBB4HkeW7ZsKbMnB0EQRHWALN0EQRBByDPPPIP8/HyMHDkSbdq0gc1mw969e7F27Vo0bdoUEyZMACDGJ//zn//EggUL0KdPHzz44IPQ6/X45ZdfEBcXh1dffbVE533++eexYcMGDB06VCnBlZeXhyNHjuCzzz7DuXPnULt2bQwbNgy9e/fGrFmzcO7cObRr1w5ffPGFz/jUiRMnYsmSJUhKSsKkSZNw9epVvP3222jfvj3MZnO5fF++mDlzJj7++GMMHDgQzzzzjFIyrHHjxrh582aRycsA4NVXX8X999+Pu+66CxMnTsTNmzeVOtAWi0XZrm/fvpgyZQpeffVVHDx4EIMGDYJWq8WpU6ewbt06vPnmmxg1ahRMJhNSU1PxxBNPoFu3bnj00UcRHR2NQ4cOIT8/36+L9hNPPIGbN2/innvuQcOGDXH+/HksW7YMnTt3VuKiPdFqtXjttdcwYcIE9O3bF2PGjFFKhjVt2hTTpk0r8fdZmnYAwLBhw9C/f3/885//xLlz53DHHXdg69atWL9+PZKTk92SppWFQYMGoX79+ujduzfq1auH48ePY/ny5bj//vsVC/sjjzyCF154ASNHjsTUqVORn5+PFStWoFWrVj4TmnXo0AFJSUluJcMAKO7qgOg6vnXrVvTt2xeTJ09G27ZtkZWVhXXr1uHHH39EVFQUhg4divnz52PChAno1asXjhw5gv/+97+Ij48vl8/uSaDXZGkYPHgwfv/9d8ycORM//vgjfvzxR2VdvXr1MHDgwPL6GARBEMFDJWVNJwiCIMrAt99+yyZOnMjatGnDwsPDmU6nYy1atGDPPPMMu3Llitf2H3zwAUtISGB6vZ5FR0ezvn37sm3btinrmzRpwu6//36v/XyV88rNzWWzZ89mLVq0YDqdjtWuXZv16tWLLVq0yK1k2Y0bN9jjjz/OTCYTi4yMZI8//jg7cOCAV8kwxhj7+OOPWXx8PNPpdKxz585sy5YtZSoZFuhnOXDgAOvTpw/T6/WsYcOG7NVXX2VLly5lANjly5e9juHJ559/ztq2bcv0ej1r164d++KLL/yWnXr33XdZly5dWGhoKIuIiGAdO3ZkM2fOZJcuXXLbbsOGDaxXr14sNDSUmUwm1r17d7ZmzRplvefxP/vsMzZo0CBWt25dptPpWOPGjdmUKVNYVlaWso1nyTCZtWvXKtdFTEwMe+yxx9iff/7pts24ceOY0Wj0+jyeZbQCaYc/cnNz2bRp01hcXBzTarWsZcuW7I033nArlcaY2P9PP/201/5NmjRh48aNK/Ic77zzDrv77rtZrVq1mF6vZ82bN2fPP/88y8nJcdtu69atrEOHDkyn07HWrVuzjz/+2G/JsKeffpp9/PHHrGXLlkyv17OEhASv75gxsZTY2LFjWZ06dZher2fx8fHs6aefZoWFhYwxsWTY9OnTWWxsLAsNDWW9e/dm+/bt87pm5X5ct26d1zn89ZO8rrTXpL/fkz8glVLz9eerNCBBEERNgGOsErLKEARBEEQVJTk5Ge+88w4sFktACcQIgiAIgiCKgmK6CYIgiBpLQUGB2/sbN27gP//5D+666y4S3ARBEARBlAsU000QBEHUWHr27Il+/fqhbdu2uHLlClauXAmz2YyXXnqpsptGEARBEEQ1gUQ3QRAEUWMZMmQIPvvsM7z77rvgOA6JiYlYuXIl7r777spuGkEQBEEQ1QSK6SYIgiAIgiAIgiCI2wTFdBMEQRAEQRAEQRDEbYJEN0EQBEEQBEEQBEHcJqp9TLcgCLh06RIiIiLAcVxlN4cgCIIgCIIgCIKoBjDGkJubi7i4OPC8f3t2tRfdly5dQqNGjSq7GQRBEARBEARBEEQ15MKFC2jYsKHf9dVedEdERAAQvwiTyVTJrfGP3W7H1q1bMWjQIGi12spuDuED6qOqD/VR1Yf6KDigfqr6UB9VfaiPqj7UR1Wfqt5HZrMZjRo1UjSnP6q96JZdyk0mU5UX3WFhYTCZTFXygiKoj4IB6qOqD/VRcED9VPWhPqr6UB9VfaiPqj7B0kfFhTFTIjWCIAiCIAiCIAiCuE2Q6CYIgiAIgiAIgiCI2wSJboIgCIIgCIIgCIK4TVT7mO5AcTqdsNvtlXZ+u92OkJAQWK1WOJ3OSmsH4Z/K6COtVguNRlMh5yIIgiAIgiAIovyp8aKbMYbLly8jOzu70ttRv359XLhwgeqJV1Eqq4+ioqJQv359ui4IgiAIgiAIIgip8aJbFtx169ZFWFhYpQkbQRBgsVgQHh5eZGF1ovKo6D5ijCE/Px9Xr14FAMTGxt72cxIEQRAEQRAEUb7UaNHtdDoVwV2rVq1KbYsgCLDZbDAYDCS6qyiV0UehoaEAgKtXr6Ju3brkak4QBEEQBEEQQUaNVndyDHdYWFglt4Qg/CNfn5WZc4AgCIIgCIIgiNJRo0W3DMXKElUZuj4JgiAIgiAIIngh0U0QBEEQBEEQBEEQtwkS3QRBEARBEARBEARxmyDRHYT069cPycnJXstXr16NqKioCm/PF198gUGDBqFWrVrgOA4HDx6s8DYQBEEQBEEQBEFURUh0EwHjL5FXXl4e7rrrLrz22msV3CKCqB6YFy+BOTXN97rUNJgXL6nYBhEEQRAEQRDlBonuasyOHTvQvXt3GI1GREVFoXfv3jh//ryyfv369UhMTITBYEB8fDxSUlLgcDiU9RzHYcWKFRg+fDiMRiMWLlzo8zyPP/445syZgwEDBtz2z0QQ1RKeR+6ixV7C25yahtxFiwEqI0gQBEEQBBG01Og63Z4wxsAKCirn3Hp9uR7P4XBgxIgRePLJJ7FmzRrYbDb8/PPPSibs3bt3Y+zYsVi6dCn69OmDM2fOYPLkyQCAuXPnKseZN28e/vWvfyEtLQ0hIXS5EMTtwDQtGQCQu2gxnBcvIurlBchd8TZyFy1GxIzpynqCIAiCIAgi+CAVpYIVFCCrZetKOXe9zOPlejyz2YycnBwMHToUzZs3BwC0bdtWWZ+SkoJZs2Zh3LhxAID4+HgsWLAAM2fOdBPdjz76KCZMmFCubSMIwhvTtGTYDx9B/ppPkb/2f4AgkOAmCIIgCIKoBpDorqbExMRg/PjxSEpKwsCBAzFgwACMHj0asbGxAIBDhw5hz549bi7jTqcTVqsV+fn5CAsLAwB07dq1UtpPEDURbds2sG7dCggCoNOR4CYIgiAIgqgGkOhWwYWGIvZUZqWcm+n1QG5uQNuaTCbk5OR4Lc/OzkZkZKTyftWqVZg6dSo2b96MtWvX4sUXX8S2bdvQo0cPWCwWpKSk4MEHH/Q6jsFgUF4bjcZSfBqCIEpD4d59rjc2G8ypaSS8CYIgCIIgghwS3So4jgMnWXgrGkEQAt62devW2Lp1q9fyjIwMtGrVym1ZQkICEhISMHv2bPTs2ROffPIJevTogcTERGRmZqJFixZlbjtBEGXHnJoG2y+/KO/DxjwiJlEDSHgTBEEQBEEEMSS6g5C///3vWL58OaZOnYonnngCer0emzZtwpo1a/D1118DAM6ePYt3330Xw4cPR1xcHDIzM3Hq1CmMHTsWADBnzhwMHToUjRs3xqhRo8DzPA4dOoSjR4/i5ZdfLlF7bt68iT/++AOXLl0CAGRmit4C9evXR/369cvxkxNE9UTOUq7t1An2w4cBACEtWiBixnQS3gRBEARBEEEOie4gJD4+Hrt27cI///lPDBgwADabDW3atMG6deswePBgAEBYWBhOnDiBDz/8EDdu3EBsbCyefvppTJkyBQCQlJSEjRs3Yv78+Xjttdeg1WrRpk0bPPHEEyVuz4YNG9ySrT3yyCMAxCzo8+bNK/sHJojqjpQ0zXn+vCK6bRkHUOvdt5X1BEEQBEEQRHBCojtI6datm08Xc5l69erhyy+/LPIYSUlJSEpK8rueMRZQW8aPH4/x48cHtC1BEN6Ypj8HALhyz73KMntGhrhOsnCbU9MAQVC2JQiCIAiCIIIDvrIbQBAEQUg4XRZtZ1YWnFlZAFzu5+Dplk0QBEEQBBFs0AiOIAiiiqBp3Mjtve3AQUVwU81ugiAIgiCI4ITcywmCIKoKhTbxv0EPWAtxc8rflHhvEtwEQRAEQRDBCVm6CYIgqgissBAAoO/RQ1wgCIBOR4KbIAiCIAgiiCHRTRAEUUVgNlF0O69eExdwHGCziUnUCIIgCIIgiKCE3MsJgiCqCMwmupc7jh0DAGg7dYRh4ECq1U0QBEEQBBHEkOgmCIKoIjgvXwEA6Hr3hm3PHrD8AkVok/AmCIIgCIIITkh0EwRBVBUcDgBA6JD7JNGdD0AltAXBz44EQRAEQRBEVYVEN0EQRBWBMxjALBbw0dEAoIhugCzcBEEQBEEQwQolUiOCjqZNmyItLa3cjzt+/HiMGDGiRPtwHIevvvqqws9LVE/k7OV8dBQAQCjIL2JrgiAIgiAIIhgg0R2E9OvXD8nJyV7LV69ejaioqApvzxdffIFBgwahVq1a4DgOBw8erPA2EER1QE6kxsu/Y2shmNNZeQ0iCIIgCIIgygyJ7jJgXrzEbykfc2oazIuXVGyDbjN2u93n8ry8PNx111147bXXKrhFBFF9YIwBiqU72rXcaq2sJhEEQRAEQRDlAInussDzyF202Et4m1PTxEzDfOV+vTt27ED37t1hNBoRFRWF3r174/z588r69evXIzExEQaDAfHx8UhJSYFDSuQEiK7TK1aswPDhw2E0GrFw4UKf53n88ccxZ84cDBgwoNza9vXXX6Nbt24wGAyoXbs2Ro4c6bZ/fn4+Jk6ciIiICDRu3Bjvvvuu2/oLFy5g9OjRiIqKQkxMDB544AGcO3dOWe90OvHcc88hKioKtWrVwsyZM0XRo8KXG3ufPn2QkpLi93OVx3mJGopk5QYAPiJCea2O6yYIgiAIgiCCDxLdZcA0LRkRM6a7CW9ZcEfMmF6piY8cDgdGjBiBvn374vDhw9i3bx8mT54MjuMAALt378bYsWPx7LPP4tixY3jnnXewevVqL2E9b948jBw5EkeOHMHEiRMrpG2bNm3CyJEjMWTIEBw4cADff/89unfv7naMxYsXo2vXrjhw4ACeeuop/P3vf0dmZiYA0SKflJSEiIgI7N69G3v27EF4eDgGDx4MmyRsFi9ejNWrV+ODDz7Ajz/+iJs3b+LLL78s0+eqrPMS1QOmEt2cwQAuNFRcTqKbIAiCIAgiqKHs5WVEXUM3d+kywGardMENAGazGTk5ORg6dCiaN28OAGjbtq2yPiUlBbNmzcK4ceMAAPHx8ViwYAFmzpyJuXPnKts9+uijmDBhQoW2beHChXjkkUfcLMp33HGH2zGGDBmCp556CgDwwgsvIDU1Fdu3b0fr1q2xdu1aCIKA999/XxHyq1atQlRUFHbs2IFBgwYhLS0Ns2fPxoMPPggAePvtt7Fly5Yyfa7KOi9RPVCLbuh04MLCwAoKSHQTBEEQFY558RKA532OZ82paYAgwDT9uQpvF0EEK2TpLgdM05IBnU50D9XpKl1wA0BMTAzGjx+PpKQkDBs2DG+++SaysrKU9YcOHcL8+fMRHh6u/D355JPIyspCvmqQ37Vr1wpv28GDB3HvvfcWeYxOnToprzmOQ/369XH16lUA4mc7ffo0IiIilM8WExMDq9WKM2fOICcnB1lZWbjzzjuVY4SEhJT5s1bWeYnqAbOK8dzQasHxPLiwMHF5fkEltoogCIKokVTxEEqCCDbI0l0OmFPTFMENmw3m1LTbKrxNJhNycnK8lmdnZyMyMlJ5v2rVKkydOhWbN2/G2rVr8eKLL2Lbtm3o0aMHLBYLUlJSFIurGoPBoLw2Go235TMU1bZQya22KLRardt7juMgCAIAwGKxoEuXLvjvf//rtV+dOnUCbiPP817x1uqYd0/K67xEDcUmim5OpxP/h4m/A4Es3QRBEEQFo/bkFMxm6Nq1g+PCBeQuXlIlPDoJItgg0V1GPGO4lRlA4LbdkFq3bo2tW7d6Lc/IyECrVq3cliUkJCAhIQGzZ89Gz5498cknn6BHjx5ITExEZmYmWrRocVvaGAj+2tapUyd8//33pXZrT0xMxNq1a1G3bl2YTCaf28TGxmL//v24++67AYhi+tdff0ViYqKyTZ06ddws8Gaz2S3Z2+06L1Ezkd3LOb1e/C9buqlWN0EQBFEJqIV3nrSMBDdBlA7yDSkDvpKm+UquVt78/e9/x8mTJzF16lQcPnwYmZmZWLJkCdasWYPp06cDAM6ePYvZs2dj3759OH/+PLZu3YpTp04psdNz5szBRx99hJSUFPz22284fvw4Pv30U7z44oslbs/Nmzdx8OBBHDt2DACQmZmJgwcP4vLlyz63L65tc+fOxZo1azB37lwcP34cR44cKVE5ssceewy1a9fGAw88gN27d+Ps2bPYsWMHpk6dij///BMA8Oyzz+Jf//oXvvrqK5w4cQJPPfUUsrOz3Y5zzz334D//+Q92796NI0eOYPz48dBoNLf9vETNhEnlwiBbukNl93IS3QRBEETlYJqWDEh5aqDRkOAmiFJCorssCILPGT9ZeENydy5v4uPjsWvXLpw4cQIDBgzAnXfeif/9739Yt24dBg8eDAAICwvDiRMn8NBDD6FVq1aYPHkynn76aUyZMgUAkJSUhI0bN2Lr1q3o1q0bevTogdTUVDRp0qTE7dmwYQMSEhJw//33AwAeeeQRJCQk4O233/a5fXFt69evH9atW4cNGzagc+fOuOeee/Dzzz8H3J6wsDDs2rULjRs3xoMPPoi2bdti0qRJsFqtigV6+vTpePzxxzFu3Dj07NkTERERXmXJZs+ejb59+2Lo0KG4//778cADD6Bp06a3/bxEzYQVypZuUXTzFNNNEARBVDLm1DRADrVzOm+bQYkgqjscq+ZFgs1mMyIjI5GTk+Pl8mu1WnH27Fk0a9bMLY65MhAEAWazGSaTCTwlp6iSVFYfVaXrtKpjt9vxzTffYMiQIV5x/1Wdwj17cX30XxDSqhXqbf8eN//+FAo2fI3IlHkIf2JSZTev3AjmPqpJUD9VfaiPqj7B3keyRycXGQmWkwNdzx6w7fupWrmYB3sf1QSqeh8VpTXVkLojCIKoAjCvRGpyTDdZugmCIIiKRR1CyUlCR9uu/W0PoSSI6golUiMIgqgCeMd0i9nLKaabIAiCqHBUIZSWf68AALBcM0zz5ynrCYIIHBLdBEEQVQBXTLd79nIqGUYQBEFUNKbpzwEAGGOKx5VgsYjrqolrOUFUJOReThAEURWwuSdSUyzd5F5OEARBVBLMalUSqTFzbiW3hiCCFxLdBEEQVQDZvdwrppss3QRBEEQloX4GCRYS3QRRWkh0EwRBVAGYzd29nCfRTRAEQVQyam8rlmupxJYQRHBDopsgCKIKIGcvh849pltdp9u8eInfjLHm1DSYFy+5rW0kCIIgahZulu5csnQTRGkh0U0QBFEFYFbJvVyO6Q7zkb2c532WapFLu6AC68cTpSc9PR0ZGRk+12VkZCA9Pb2CW0QQBOEb9TOIkegmiFJD2csJgiCqArbis5fLGWNzFy2G8+pVhA0fhsKf9iu1VCmjbHDA87wirBMTE5XlsuDu2rVrZTWNIAjCDbW3FSsoALPblbrdBEEEDolugiCIKoAS0+2ZSM0je7laeOd/9B8AIMEdZMhCWy281YJbLcQJgiAqE8+8IsxiARcdXUmtIYjghXwRg5B+/fohOTnZa/nq1asRFRVVoW2x2+144YUX0LFjRxiNRsTFxWHs2LG4dOlShbaDIIIdOXs5ZNEdKotu70RqEX+b4nqj1ZLgDkISExPRsWNHpKen47333iPBTVRrKB9F8CJ4iG65VjdBECWDRDcRMHa73WtZfn4+MjIy8NJLLyEjIwNffPEFMjMzMXz48EpoIUEEL6zQw71crtOd712n222Aarf7HcwSVRuTyQQAYIyB53kS3ET1hfJRBC2eE79Uq5sgSgfd5aoxO3bsQPfu3WE0GhEVFYXevXvj/Pnzyvr169cjMTERBoMB8fHxSElJgcPhUNZzHIcVK1Zg+PDhMBqNWLhwodc5IiMjsW3bNowePRqtW7dGjx49sHz5cvz666/4448/KuRzEkS1wCYnUpNLhrkSqTHGlM3MqWmwrHhbeR82ZozPwSxR9Tl79qzyWhAEv8nVCCLYMU1LRsSM6chdtBjZc+fBmZWlCG4Kj6naeIY4Ua1ugigdFNOthjHAXkk1cTWGcj2cw+HAiBEj8OSTT2LNmjWw2Wz4+eefwXEcAGD37t0YO3Ysli5dij59+uDMmTOYPHkyAGDu3LnKcebNm4d//etfSEtLQ0hIYJdLTk4OOI6rcFd3gghmZPdyz5huOJ1ikjW9Xhmkho0Zg/w1awAAocOHQdMgTrQWATR4DRIyMjKUMBy9Xq+4mgMgizdRLTFNSwaz2WBZugx5768EQPkoggFPbyuBLN0EUSoqVXTv2rULb7zxBn799VdkZWXhyy+/xIgRI5T1jDHMnTsX7733HrKzs9G7d2+sWLECLVu2vD0NsucDr4TfnmMXxyxzuR7ObDYjJycHQ4cORfPmzQEAbdu2VdanpKRg1qxZGDduHAAgPj4eCxYswMyZM91E96OPPooJEyYEfF6r1YoXXngBY8aMUVwnCYIoHuYnezkgWrs5vR4QBETMmA5dx46K6GbWAtegVRAqtM1E6ZCTptWqVQs3btxAYWEhOnXqBAAkvIlqTdiDI2FZukx8Q/koggLvRGokugmiNFSqe3leXh7uuOMOvPXWWz7Xv/7661i6dCnefvtt7N+/H0ajEUlJSbBarRXc0uAjJiYG48ePR1JSEoYNG4Y333wTWVlZyvpDhw5h/vz5CA8PV/6efPJJZGVlIV91gy1J6Rq73Y7Ro0eDMYYVK1aU6+ep8VizgZ//7XvdzgXA9nkV2RriNiCLbiWRmlYLSGVZBMnSYJr+HEzTkiGYXZN0suufaVoyTNOfq8AWE6VFEAR07drVbWIyPz8fiYmJ6Nq1KwSaPCGqKZZ333e9oXwUQYGX6M6lRGoEURoq1dJ933334b777vO5jjGGtLQ0vPjii3jggQcAAB999BHq1auHr776Co888kj5N0gbBvxfJd1MNAbAGtjsoclkQk5Ojtfy7OxsREZGKu9XrVqFqVOnYvPmzVi7di1efPFFbNu2DT169IDFYkFKSgoefPBBr+MYDC5Xd6PRGFCbZMF9/vx5/PDDD2Tlvh38vBRgeUDfl1zLdi4Ats8B+s+vvHYR5QKzyjHdOmUZFxYGlpPjlchGUP3+PePtiKqPPJm5adMmZVl+fj5MJhNZuIlqizk1DfmffKK819/dh8JiggBP0S3kkqWbIEpDlY3pPnv2LC5fvowBAwYoyyIjI3HnnXdi3759t0d0cxygC0xkljslsGy0bt0aW7du9VqekZGBVq1auS1LSEhAQkICZs+ejZ49e+KTTz5Bjx49kJiYiMzMTLRo0aLMTZcF96lTp7B9+3bUqlWrzMckPDBEAd2nAj9MF9/3fcldcKuFOBGcKHW69coiLjRUFN2egx430U2eP8FKoVwmDqLnF0FUV+R8FIahQ2HduBEAwNeuoyRXA0h4VzbmxUsAnvfqB8EzpptEN0GUiiorui9fvgwAqFevntvyevXqKet8UVhY6DaQMUtumHa73avkld1uB2MMgiBUujufnJ1Ybk9RTJkyBcuXL8czzzyDSZMmQa/X45tvvsGaNWuwfv16CIKAs2fP4r333sOwYcMQFxeHzMxMnDp1Cn/9618hCAJefPFFDB8+HI0aNcJDDz0Enudx6NAh/Pbbb1iwYIFyruK+G7vdjocffhgHDhzAhg0bYLfbleRAMTEx0Ol0fvcNNkrSR+WJIAhgjMGe8CS0hdeg2T4HbOcCcIIdzrvnQug1C/BRzq0mIv/GfZW3q+oIhaJ4doZolPZzUgZzuzkXnOozOW7dcr3OzQ3o81pS08BpNDBOfcZrXd7SZWBOJ8IrYNAbzH1U3qifVbkB9mNFQf1U9QmmPnLa7TA+Nw18rVqK6LafOIGIJYsgCAKcPsZo1YFg6iMBQN6ixRAEwe05YTt0SHxhMABWK5w5OUHxeQIlmPqoplLV+yjQdlVZ0V1aXn31VaSkpHgt37p1K8JUiYkAICQkBPXr14fFYoFNjqesZHIDmEGsXbs2Nm3ahJdffhkDBw6EzWZDq1atsHr1avTq1QtmsxlOpxNHjx7Fhx9+iJs3b6JevXqYNGkSxowZA7PZjJ49e+LTTz/F66+/jtdffx0hISFo1aoVHn/8cWWiAgAKCgrc3nvyxx9/4Ouvvwbgnfjn66+/xl133VXKb6LqEkgflSc2mw0FBQXYtWsXYq/kIREQBTcXgo25CcA331Roe4KBbdu2VXYTSkz76zcQCuDnAweRK7mMt7XbYQTw865dMN+4rmzb5LdjqCO9PnXkCC5J10Dcxk1gPI+sId5hO62+3QzTyZM4efKk2/rYb75Fg42bcHHo/ciqwGspGPuovLFYXOFMR48edSvpWFWgfqr6BEUftRa98Opv3YaG0iLbyZP45uuvgRZistfq/CwLij5q0RyxQ+9HgyWpynMi9ptv0eD0aQBAfkw0wi5l4cKJTJyrhn0VFH1Uw6mqfZSfH1jlqyoruuvXrw8AuHLlCmJjY5XlV65cQefOnf3uN3v2bDz3nCuZkNlsRqNGjTBo0CCvOGOr1YoLFy4gPDzcLY65MmCMITc3FxEREUpZr6Lo168f+vXr53e9yWTChg0bijzGyJEjMXLkSL/rnU5nse3o0KFDQNtVB0raR+WF1WpFaGgo7r77boSvnKos1zAHhkYcgNDnnwAAfvdCgDkh3D2nwtpW1bDb7di2bRsGDhwIrZSELFi48fobcAK4s89d0HXrBgC4tWo17Bf+RNcO7WFQ5b/IWb8Bso20RcOG6DxkCAAg7/QZ5C1JRatWrdwsFXlLlyHv5Eloe/VEg42b0LJ5c4RPSxaXb9wE43PTkDD1GSRUwOcM5j4qTxhj+PDDD5X39evXR9++fSuxRe5QP1V9grGPLL8dgzw85R0ODGrbDiGy6K6GBF0fDRmCvFat0GBJKhps+gZgDHyDBhAuXkRk8+awX8pCnMmEdtIzpzoQdH1UA6nqfVSUcVJNlRXdzZo1Q/369fH9998rIttsNmP//v34+9//7nc/vV4PvV7vtVyr1Xp1lNPpBMdx4HkePF+pidwVd2W5PUTVo7L6iOd5cBwH7YH3wGX/7lphiIZmVwo0Go34flcK0H8+NFXwhlTR+Pq9V3lsonuS1mhU2s5L3jmaQpvb51Fnj+UKC5V1UdOfA8/zyF20GLwUm2dOTUPeklSlHm7OywtheXMp8pctV0qQVUYsZVD2UTlis9mUkBVAnFyrit9HTe+nYCCY+oizeCSrPXMG2rZtKqcxFUgw9VHkc9OQtyQVYAzQaqGJiYFw8SK09evDDgB5ebfls/iLKQfEnAAQhNtaoSOY+qimUlX7KNA2VarotlgsOC25rQBi8rSDBw8iJiYGjRs3RnJyMl5++WW0bNkSzZo1w0svvYS4uDi3Wt4EUSOwZovZyxvcCVzcLy27BbQbJSZTAyihWpDDpPheTueevRwABM+SLUVkL5cHLLmLFiN3SaqXsNb3uQuWFW+LyRupTm6l4RnSRInUiJpA4f6f3d7bMzMROvR+ABUjrIjiMUuJ7QAAdjucf/4JAOClHEvMc+KkvJAmjAH3pHpyEr6IGdNvz3kJooKoVJNqenq6kl0bAJ577jkkJCRgzhxRRMycORPPPPMMJk+ejG7dusFisWDz5s2V7gpOEJVC96lArZbia124+P/Y5+L/pv1IcAc5rjrd6uzlouj2Khnmo063GtO0ZIDnRWHtYTnI/98614ZUJ7fS8BTdgcaEEUQwI9/neKnKif1EJgCXsAJ5+lUq5tQ0WNLeVN4bhg2FICXu1NStCwAQcgNzpS0ppmnJSjb7m88mQ8jJcRPcNEFMBDuVenfr168fGGNef6tXrwYguvHOnz8fly9fhtVqxXfffedVEosgagSGKKD7U4BVsnB2+qu0ggEaHTB+e2W1jCgn5MEoZ1CJbsnSzTxLthRTMky2GIkbC4qwNqemoeCr9cp22sRE5C5aTMK7EpAzl8sJPu12e5VJ6EkQtwtNbVFsCzduAAAcmZkkrKoIcj8YJ4xXlul73AlIzyRbejoA9/Cm8sY0LRmhw4ej4LPPkdWhE10XRLWCphQJIpiwZov/s/9wLXPaxJrdRNDCGAN8uJfzUskwdZ1uJghgqgz6npZuT4tRSLt2yF20GNdG/0WskztokGvf3FzFskDCu2KRBbZRFcNP1m6iuiN76RikCgqOM2dIWFUVpFCk0AeGuxZdvwEIUu6JUPF5dLvrdGs7tFfaA52Orgui2kCimyCCCVl0n1aV6+j9ghjXTcI7eFFZOH3FdLuJbrNZTHAjIahEtyy4w/76mGLpDmncCBEzpsO2Zy90vXu53NgBOE6dQtjo0WKsnGQRNy9eUv6fj/BCtnTr9XoYjUYAJLqJ6g8zi4It4umnXAspt0SVwDT9OZimJUPIdnlSOa9eVZ5Ppmel6ik2m5KD5HZg/e478QXHATYbTQgT1QYS3QQRTORIdXy7TAHCpErNnR4Tk6iR8A4uts9T+ksthDm9Xly+fZ5P0S14lKZws3RLlgpdx46u9ZY8JVZOf+edgNPhtn/h7l1KDDjFVFYcsqVbp9MpopuSqRHVHfn+lf/FV66FlFuiSsFUzxjnhQvKa16K6QYA4TYlUzOnpsH28y/i+erUIU8solpRZUuGEQThA7sUv9trBnBhL5B/DcjNciVRE2pGzfRyhzHgqwlArVbA3f9XMefkNUrmedZBZfX56XVgx1xY9feBqz9aXK+K28799wq3w6hFt5z199YLs5VlgiTkZEuS+fU3ULj7R2V94a7dcGZdJhfPCka2dJvNZkRHRwNwF90ZGRkQBAFdu3atlPYRRHnDnE4l83XeypXgY2Ig3LyJsNGjfWatJioH9cSu44KYuRw8D85gAGc0guXlicJcSoZXXsieWiEtW8Jx6hSEmzcRkfwsAND1QVQLSHQTRLDgdACCZBE1RAHh9YGrRwDLZXEZZS8vPTdOAoc+BLTGihPdcn9tnwPcyIKxQy54I8BJgvvG8iMwDI4D4CoZZk5NQ/5/PnY7DLN6Zy+3HznsWu9hPZVFuiYuDs5Ll1CwfgMAkOCuYGRL9/Xr1xESIj6KZffyjIwMpKenk+AmqhXqXBQR05JRuPtH2G7ehGHgAGgaNyJhVUUQsrOV186LFwGIoU4cx4GLiADLy7s9lm7JU6twz17g1CnA4QDLzXVdD3JyUIIIUsiPkAg6OI7DV199Ve7H7devH5KTkwPe/ty5c+A4DgcPHqyY89pUDzlDpCi6AZfoJkqPnBXenlexD/a+LwH950NzeAWieubA1CkH6D8fhtnfIGLGdFg3bwEglgyTrQChw8UkN3LJHVZghXnxEsX9jtntsB8/oZzCmZXlFqcti27DoIGudpQyWY36vF7rKD68SGRLd4MGDXD5svgbzs/PdxPciYmJldlEgihXlARcIRqYZkwHFxkpLs/OVkJgSFhVPmr3ciXfiJRHhI+IkLYR+7I87/OumPJsZZlw86a4bloy1W8ngh4S3UGIP5G2evVqREVFVWhb7HY7XnjhBXTs2BFGoxFxcXEYO3YsLl26VKHtqBEUSgMWrRHQaEl0lyc2VTZWh7fl+LbS9yUw6VbMBCgWcNO0ZIQ+OFJs3k/7FfdvfZ+7AACaevXEffLzlXhsc2oaHCdPuSVmY7m5bnHaguSq7vj9d1cbSpusRnVeNVRzt3hkS3ezZs0QHx8PAPj9999JcBPVFiFHFHN8jDhhyMuiWyqBSMKqaqAuSSnD8vJgTk0DFx4ubmPJ9XmfL4+JWOYmum+VrPEEUYWhEVFZUCVC8kJKhFSdsNvtXstky8xLL72EjIwMfPHFF8jMzMTw4cN9HIEoEzZp9tkQJf6PiBX/k+guO4Uq0W2v4AzSOxeAg2jd4Xi43VMipj4jvmBMsUYLZnFAxNeXJl3sdkT842lXwpkl4qCGkyfgeF6JiwNcSdkKd+0GJ5WAMY4fW6pkNbJ1Sr0v1dwNDHUitXbt2inLeZ4nwU1US1iuJLolaykf5bJ0E1UHz2SdAMDXro3cRYsh3BItz/mffe77Pl8OE7G+LN0EUR0g0V0W5ERInsJ75wJxOa+pnHZJ7NixA927d4fRaERUVBR69+6N8+fPK+vXr1+PxMREGAwGxMfHIyUlBQ6HK7Mxx3FYsWIFhg8fDqPRiIULF3qdIzIyEtu2bcPo0aPRunVr9OjRA8uXL8evv/6KP/74w2t7mc8++wwdO3ZEaGgoatWqhQEDBrglEfrggw/Qvn176PV6xMbG4h//+Ifb/tevX8fIkSMRFhaGli1bYsOGDW7rjx49ivvuuw/h4eGoV68eHn/8cVy/fl1Zn5eXh7FjxyI8PByxsbFYvHixVxt9ubE3adIEq1ev9vu5yuO8fpGFoSy6FUt3VuDHIHxTqHanq8AM0tK9QjCIWWHteQa3e0rB1xtV7RKt0XI5F039esoqZrUqAlhxSZcHLoKg1AAHAPvx4wAAw+DB0DRsKL2+r9RZYk3TkhGe/CxyFy3GxcZNSXAHiLpk2JkzZ5TlgiAgIyOjsppFELcNWcxxJhMAgJcmBpkPyypReahLhsloGjdGxIzpcJ4Tx5DWb771eZ9XT8TmvPIqBMlCHuhzgVmtbslBnSS6iWoEie6yIMVjuglvWXD3n1+pia0cDgdGjBiBvn374vDhw9i3bx8mT54MjuMAALt378bYsWPx7LPP4tixY3jnnXewevVqL2E9b948jBw5EkeOHMHEiRMDOndOTg44jvPr6p6VlYUxY8Zg4sSJOH78OHbs2IEHH3wQTIoZWrFiBZ5++mlMnjwZR44cwYYNG9CiRQu3Y6SkpGD06NE4fPgwhgwZgsceeww3pZtzdnY27rnnHiQkJCA9PR2bN2/GlStXMHr0aGX/559/Hjt37sT69euxdetW7Nixo8wD3dt+3kIPSze5l5cftkqwdKvvFbwBAMAceuWeYn11CHIXL4GmQQMAgGHIEOQuWqxkHtfUqSPWMYUrTts0LVlZBo1r0k9QTWgxu2hhDX1gOPjaopuncPNGmWIqDXf1Fl84naWOD69pyJbus2fP4rg0ERISEoKuXbsiPT2dhDdR7ZDjgHmTZOmOJEt3VYT5snSHhSmlJcUFvN/7vGlaMsKfnQrLW/9GVuu2JZqI9XRtF26RezlRfaDs5WVFnYF418uA01bugtt5+TLAcUoMp9u6K1cAxqCRXU0lzGYzcnJyMHToUDRv3hwA0LZtW2V9SkoKZs2ahXHjxgEA4uPjsWDBAsycORNz585Vtnv00UcxYcKEgNtqtVrxwgsvYMyYMTBJs9meZGVlweFw4MEHH0STJk0AAB1VdYVffvllTJ8+Hc8+63KJ7datm9sxxo8fjzFjxgAAXnnlFSxduhQ///wzBg8ejOXLlyMhIQGvvPKKsv0HH3yARo0a4eTJk4iLi8PKlSvx8ccf49577wUAfPjhh2goWf1Ky20/r19LN4nuMqO2dNsryNItOJV7BfdjKgCA1zqAvi/BuncfbHt/RMSM+RBu3kTeB6ugaRCnWBAAgIuMBBcaCpafr4huc2qakvAGTicQEiJmgM3LU8q7aGrXhvDnRXChoUpspXDDlaymNOR9pMqoLlnkSXgXjWzpPnHiBDp37oyDBw/C4XDgjjvuAACkp6cDALmaE9UG2dLNy5Zuj5huomog9wdnMIBZxRwgXFio+HyRJ2UFocj7fNiDD8Ly5lK30KiAzu0xAUPu5UR1gizd5UHflwCNThTcGl35W7g5Ds7LV0SBrcJ55Qqcl6+4LFsqYmJiMH78eCQlJWHYsGF48803kZXlckM+dOgQ5s+fj/DwcOXvySefRFZWllK2BkCJStbY7XaMHj0ajDGsWLHC73Z33HEH7r33XnTs2BEPP/ww3nvvPdySZjOvXr2KS5cuKaLUH506dVJeG41GmEwmXL16Vfls27dvd/tsbdq0AQCcOXMGZ86cgc1mw5133un2fbVu3Trgz+qL235ez5huWXRbs131u4nSoY7prij38v7zxHsFY4BDPD+nFcM7bLoBwD3zYZqWDK00IWU/cgSmacnQNGsGQIyHlGOyWUGB4sInJ7oJ++tjgBQuwiwqS7ck0PmwMGhqxQAAhBs3Sv0xzKlpKFCFd+j79SuVm3pNgjGmWLo7derkdp+12WxITExE165dIVAmZ6Ia4elezpHorpLI/SQ/awDA8ccF0WKd/Cxg0ANAkfd5y8qVrjclSNTpJbrJ0k1UI0h0lwc7F7gEt9PmP7laKdHUqwdN/XqK8DaZTMi+fBnOy1egqV9PsYBnZ2cjUnqIAcCqVauwb98+9OrVC2vXrkWrVq3w008/AQAsFgtSUlJw8OBB5e/IkSM4deoUDAaDcgyj0RhQG2XBff78eWzbts2vlRsANBoNtm3bhm+//Rbt2rXDsmXL0Lp1a5w9exahkogoDq1W6/ae4zhlgGqxWDBs2DC3z3bw4EGcOnUKd999d0DHl48pu7zLqGPePSmv8/rF09JtiBKvOQDIu+JrDyJQ3CzdFZxIzWEFx8TritfYAcaU0ikAoOvYQWzW0d/ABAF8dLS4baRLdFs+WKW48DFJzEVMfQaclKjI8sEHyulYvii6udBQpeyY83rpRLcs9PV33aUs48LCSh0fXlNQJ6Xs2rUreJ5X7mmyGJeFN0FUF2S3ZSWRWnQUABLdVQnmdCr9FCJVVQAAx4kToov48zOg794dAKC/5x6/SdPyP/qP8j58ypSAnwdk6SaqMyS6y4o6LvOlQu8Y73JCLbxbxMQg48ABN8ENABkZGWjVqpXbfgkJCZg9ezb27t2LDh064JNPPgEgDugyMzPRokULrz++hGV+ZMF96tQpfPfdd6glDeSLguM49O7dGykpKThw4AB0Oh2+/PJLREREoGnTpvj+++9L1AY1iYmJ+O2339C0aVOvz2Y0GtG8eXNotVrs379f2efWrVs4efKk23Hq1Knj5h1w6tQpNy+A23Vev3jGdHMcuZiXENvhw8hK6IK8/63zWKGO6a7ARGqA6KkgwfGCm+g3L16Cgm++BTQaMIsFjrPnlAGRdes2CNL1aDtwABEzpiN8wnilXJimVi2ENBBDF5gqkZps6eZCDW4x3aVCEBAxYzpC2rZRFtl++QURyc9Szd0ikF3LNRoNQkLEKC+9Xu+2jiCqG3Kdbi/3corprjKwXNezMCTeZenWJibCNC1ZKvkleldyIRq3+7w5NQ3XHh6N3EWLEfrwKGXfsEdGBzwRS6KbqM5QTHdZ8JU0TR3jrX5fDmjqiaJ78sOjseLTTzFt4UI88cQT0Ov12LRpE9asWYOvv/4agJic591338Xw4cMRFxeHzMxMnDp1CmPHjgUAzJkzB0OHDkXjxo0xatQo8DyPQ4cO4ejRo3j55ZcDbpPdbseoUaOQkZGBjRs3wul04vJlUQDGxMRAp9N57bN//358//33GDRoEOrWrYv9+/fj2rVrSsz5vHnz8Le//Q1169bFfffdh9zcXOzZswfPPPNMQG16+umn8d5772HMmDGYOXMmYmJicPr0aXz66ad4//33ER4ejkmTJuH5559HrVq1ULduXfzzn//0mmy45557sHz5cvTs2RNOpxMvvPCCl4X9dpzXL56WbgAIjwVy/gByKYN5IBSs3wDh6lXkLl6CsFEPgZO/+8pwL5dRiW4AQMEtQCd5mEjlV7jwcDCLBebXX1esQvlr/wdO8kTRtmkL07Rk2E+fBiC6b3IGA7hwcX1oUpJyeJfoVsd0l050yzV1rwwYpCwTrl2D8/x5xVIvxwFS/V0X6nJhMvJrm6rGOkFUJ+Q63ZyH6GY5ZjBBcN2PiUpDCQEwGKCJjVWW63v1FF/wPAp37QIAFO7dh5j33gUXEqJ4Pel69kTEjOnQtm+HgnWfAQBYrsUV013MRKxwK1s8Tb26EK5cpTrdRLWCRHdZUCVCckN+LzjL9XRyTHd8w4b4fuUHmPveuxgwYABsNhvatGmDdevWYfDgwQCAsLAwnDhxAh9++CFu3LiB2NhYPP3005gyZQoAICkpCRs3bsT8+fPx2muvQavVok2bNnjiiSdK1KaLFy8q5bo6d+7stm779u3o16+f1z4mkwm7du1CWloazGYzmjRpgsWLF+O+++4DAIwbNw5WqxWpqamYMWMGateujVGjRnkdxx9xcXHYs2cPXnjhBQwaNAiFhYVo0qQJBg8erAjcN954Q3EHj4iIwPTp05Hj4eK2ePFiTJgwAX369EFcXBxSU1OV5Ea387x+sfkS3WTpLgn2zEwAgPPPP2Hb9xP0vXuJKyrTvdxTdFtvAZGihVoeqMjJ06wbNyk5HLRdu8Ce/isAIDRJFL3CtWsAxGRpABRRLuRZAIixxGrRranlnkittMjJdmRsv6QjpGlTt1IxhAt1uTAZEt1EdYf5sXSDMbDcXCXGm6g8lCRqkSbl+QCIOUAA6ZnEGHIXLwGzWGA7eAiFu3d7ZSjPX7/edUxLrmvf4s4vWbpD4uNhu3KVYrqJagWJ7rLQf57/deWcTE1JmibRrced2NShg5eLuUy9evXw5ZdfFnnMpKQkJKksYJ54xjP7omnTpgFtp6Zt27bYvHlzkdtMmTJFmSAIpF3ZHi5JLVu2xBdffOH3+OHh4fjPf/6D//zHFXf0/PPPu20TFxeHLVu2KO8FQcD58+eVeHVfn708zusXEt1lxnEiU3md9791LtFdRdzLAQAF7gLYNC0Z9iNHYN2yVVwgXXP29F+hadoUznPnFCHtvCbWhOfriKKbl0S3kkjNZlMsDVxYGPhySKQGiEnd1FOMhb/8Aseff1LNbg/S09PB8zxiYsTvXW3pLpD6kEQ3UV0RzJKgk2K6OYNByZAt5OS4RDhRaTDJG4GPjFLCjwDxeSFjem4aCr7eCMfJk7j+4EOA0+l1n1fX2lYn8iz2/GrRve8nCLdukRcEUW2gqzgIkAW35w1QnVyNqAEoMd2RwPZ5YniDL9G9c4G4nnBDyMmBUxWjb920CYJFtAC7Wbor2r284FbR7wGYZr3gvZ9OB60USy0PcITrkuiuXQcAlEzmTKrTzVQ5CTiDAbxkERdu3QIrIklgccjWCF13sbRf/idrSHD7gOd5pKenK3kcZEt3RkaG4vFCMd1EdUWQ63RHuhKtyskeKa67aiBbupnFoiTaBFyi25yaBvPiJQgder+4wun0WRJM7f0kW7oDOr8suuXM6arEbgQR7JDoDgYYg6Z+PfDGcNcygSnJ1VBCSzMRpKhjunmNmDcgK0NcJotuOc8Ar6mUJlZl7JLQ0cTGIqR5c7CCAhRs2iSuVMd0V7Z7eYG3q3fBpm/EF3J5QJ4HbDY4zp0HAAiy6JbdyyVLNxcmu5dLortAGghpteC0WjETunTMsrjxyXF3phkzxAUlrM1aU5Azkp87dw6AaOnOyMhAeno66tQRJ0rI0k1UV1zZy12i25VMjTKYVwXkmG7npUvIX/e5slyu0527aDHA87BlHBBXSM8izwRpyrMGYkx3wOeXrgNN3brKpDHFdRPVBRLdQYCmfn1o6tUDK1TFTTLRRVQU3vUrqWVEhaLOXt73JTGfwEkxcR4sWb4T+xEKsmt5SNs2CJMyq1q/kcIcqpJ7udV9gKEkqOndC2BM/C8I0PXuBcfx4wBcFmynYumW3MvDZfdycdAjqOK5AYDTaMBHRYnrSulizux2V0b1HTtcK0pQm7UmkZiYiFgpQdHvv/+O9PR0dO3aFY0aNQJAlm6iesIYU7KXcypLt3z/YVQ2rEog5GQDAELatoXlrbeUSVnrd9+75ecolO71+n79fGYmV7uXC7klt3TzUVFKeUwnZTAnqgkkuoMIddkfCGTdrlEwBtil2WI5prvvS0Dik+Lriz+T4C4GOYmatnVrhDRvDkBypWOsimUvdw0w1ILbtmcvImZMR53/rUXEjOmw7dkLPk4Ub4W7dwPwkUjN071cFt1hoco5+DImU1PcQjkOln+vUAS9cexYqtXth2hpMMkYA8/zSExMpERqRLXEvHiJeA+wWpVyhnKdbnNqmpKHgmp1Vw3kmG59jztFgS15UhZ8tV4R3LmLFiN0+HBx+9xcmKYlewlv95jukli6swFIojtGvE9S2TCiukCiO4hwE92M6t/WLFSTLHpVspm7Zrlea3QkuIvAfsIlujkplpbZCiWRrfp+K9i9nEmWbeUnrY7plupg6++80y0+Wh7kaBpKdbilwaxi6Vbcy8U4PMFTdBtUolvKFeEspaVbGRAxJrapSWMAgGHwoIBrs9Y0Ll26BADgOA6CICAjI4NEN1E9kcoeivWdAXAcuPBwZUKRDzUAoJjuqoI8+cGbTOLzRg5p0mrF99IzKWzMI+L2UnI8+ZkkJ+p0t3SXXHRzUVHgpYSTwi0S3UT1gLKXBwmMMbJ012RkRaYNA0JUtc8PrHS9dtpEF3MS3l4wxuA4cQIAENKmtTKbzwoL3ZOoARXuXi5c/B0aAE5LCEJMDjdLd1G1rU3TksHxPOw//wKtVONeuOaeSI2XLd2SpYEViBMKsjUaQJlrdcuim4+OhmlaMmz7f4bjRCaEa9cDrs1ak8jIyFCqLfTv3x9msxnp6emIj48HQKKbqF54lj3kIiKQ++ZSxVVZyMmB/bdjZOmuIih1uiMjxclSxgCtFrDbYU5NU55JtoMHAQDM7PISc8terkqkxgJMpMbsdldZuego8NGy6KaYbqJ6QJbuYMHhAJyugSsjS3fNQu5vdbmwnQuA3a8AnPQz7jlddDHfuaDCm1fVEa5fFx/cHAdtixaAbOm2FrrHcwMV7l7uPCfFZRtFq7VnTHdRyOKZFRSAMQbndY9EalJMt2DxsHSrRLemjGXDhFvZAICQFi0AuKzscltM05KLnDyoSchJ0wwG0boXGhqqJFf7/fffAVBMN1H9ME1LRthjjwIQk6mpKxsoidRIdFcJBGlC2vbzfqWfGpz73ctriTdJ/eYnXrs0lm5BlaU8b9VqlXu565koZ08niGCERHcVxnn5slIOjHkOxAoL4bxMtZmrPeZLQN5Vb9EtJ01r2g8IE62a6PRXMaabhLcXsmu5pmlTcKGh4PSSt0BhoXs8N1Ch7uX206cBi2SdbtNDXOijZJg/3ES3xQJYxfsEL2XC5qSKByzfXXTzob5iustq6Y4C4IonF65eK9XxqjOCIKBr167Ke1l8JyYmoq3krUCWbqI6Ejp0qOuNqrKBksixDNnLlbhxX+tIpJUIOaGddfNWnyFNsvDmTGJcPrNYwJxO7+O4xXQHZumWJ3Ch1yN3SSrsx0XvNPkZo86eThDBCF25VRmOU+pwK6JbCq9hNrsr1oaovnAQRbdsjZVF99kfxP/N7gHCpFqaBTdcWc0F74dgTcYhJ1Fr0xoAVDHdNp/u5enp6cjIyPB5LNlaWR7kffgReJ0YKqJp0llc6KNkmD/Uolt2LefCwsBLsdy8Uc5e7l4yTJ1IzXboMADA6SORWiADVkV0S/F3suCXEyQRLrp27YqEhATFmh2qmvzo1KkTABLdRPUkf+1a8QXHuVU2kC3drCwx3XLcuIfwJpEWGOpJC9naHDZ6NEzTkt2eAeq4bTkZHuA7UVppLN2y4NfUqyclC90j7n/zptKX6okAggg2KKa7CqOpVw8A4Lx8RUmIBE2I6GoeolHWE9WYiDjA5gAuHhPfG6JEK/a5Ha5M5We2ievyJUslxXR74bhwAQAQ0rQpAJXoLlS5l3MagDkBWx54nleEdWJionIcWXCrrZVlatfZs+AaSF4M0WJMb2ndy5033JOoAWr3couynbyfefESgOfBScLcfviQsp85NQ2Fe/fCtnefkrHWH3K8nSK6ZUv3dbJ0+6KwsBBMyggsW7oBQC9dk3a7HYIggCehQFQTzKlpKPhqPQBA3+cu6Lp3V2K8dXfcAaBs7uWeceOyWCSRFiDSpAXg6gfjpAlu36GM23ep1wOFhRByc5XJExm3Ot3FZC+Xn0U6aeKRj4qEaVoyHCdPomDD17Bu2Qrrlq3Ul0TQQ6K7iqMW3gAAhwMDJ03CHe3aYulHH7ltu3r1aiQnJytJeiqKefPm4dNPP8WFCxeg0+nQpUsXLFy4EHfeeWeFtqPaYqwLhJwVX5/eDJz6xr00mNrSTfhGsiwq9anVolu2dBvrivXO7fmK0E5PTwdjDO3bt8exY8cUwa0W4mWBWQvA6z1Ed8EtMfFYAKLLJbqtiqVbIyVRA9Tu5flu/7nQUGWgFTb6YQCA88KfirVDHoAFMshxSvF2ck1VOZ6cLN2+KZAmPnQ6nZuwlrOXA6K1Wy3ICSJYkYWbfsC9KPzue3BGo5tIDntUjPUua0y3+pi5qWmA00kiLUDcJi1CNACA/M+/QN677xX5HfIRERAKC92SqcmUqE639CwyDBkivpVCDtS5R9QhCQQRrJDoDgI09eq5RLfsXs4qPnu53W6HVqv1Wt6qVSssX74c8fHxKCgoQGpqKgYNGoTTp0+jTp06Po5ElBg5YzkTvEuDhUqiO59Etz/kklqcLGwk0Q27HcxqFn9W4fUl0S26YquF96+//goA5Sq4AYAVWpQ8eIhqJi8VJwJCo4rdn5PK7bCCAjilGt1qSzdvlDxkbDYwm83N0u1pHYJW63qNwAQ3oHYvj5bOL/7mheskun0hi261azkA8DyPkJAQOBwOEt1E9UEqMcXp9ZLoDleW63r3AnTimEItus2paYAglDgBY0Tys+I9zOl0lbgiAsI0LRlwOJCb9iYAFCu4ATETPa5fV8qGqXHPXm4BYwycn5BIz2cRHxUFc2oa8tf+z7WRFJJAfUoEM+S/FgTIydQAuJUTLo4dO3age/fuMBqNiIqKQu/evXH+/Hll/fr165GYmAiDwYD4+HikpKTA4XAo6zmOw4oVKzB8+HAYjUYsXLjQ53keffRRDBgwAPHx8Wjfvj2WLFkCs9mMw4cPl/izEn5wSA8wjneVBpMhS3exMLtdfCGJbtnSDQDIl2KZw+uL/+35SokrtcDmOK5cBTcAcA7J7ZvTAKHRQIgkxAKM687/4ktx/4ICReTK5cLMqWnIfe99ZVvBkucS3VK4imlaMsKf+ru4gfwdASUasHq6l2tk0X3jhs8EOzUdqzQY9SWqZRdziusmqgum6c/BNC0ZLE+czFQmAnketj17lfwTzGwGczrLFIedq84/IZW4IgLHOGG8600AlmU+0gQAEIqxdMPhAFQi3BemacnQ9eoJACjYuMltAhhwTahQnxLBDIluFYwx2O32SvnzZ7l2XrkiWrl5cYZQzhCMYizdDocDI0aMQN++fXH48GHs27cPkydPVmYad+/ejbFjx+LZZ5/FsWPH8M4772D16tVewnrevHkYOXIkjhw5gokTJxb7HdpsNrz77ruIjIzEHVKsFlFG8q4CDimRXs/p3hnKydJdLKxQsnTrfYnubPG/LLoBZZJDnUyNMeY3uVpp4ZxSeTJthJhgKFQUroHGdcufQ7h5E8I1V7kweeDKhYQABsmVPs/is2SYafYs76SMJRiwCrdcdboBKRs6xwGCoFjBCRey6Pa0dAMuF3MS3UR1Q84rwYWLlm45KZfl3yuUbcyvvVHqOGxzaproVi5hnDCeRFoJyV223PVGlezOH3yEKLqZD/dxN9ENV/8Xha5DB2ljcdI7YsZ0ZaI8bMwjXmXLCCLYIPdyFQ6HA6tWraqUc48bN85rmSy4NfXqKdZu2XUTTFzvL5ma2WxGTk4Ohg4diubNmwOAUpIGAFJSUjBr1izlvPHx8ViwYAFmzpyJuXPnKts9+uijmDBhQrHt37hxIx555BHk5+cjNjYW27ZtQ+3atYvdjyiGXKlkmEZyiw7Ru1zLt88R/0c0EP+Tpds/NimmWycKUC4kBNBoAKcTzJojuZerfkv2PGQcPYH09HTwPA9BENCgQQOfydXKBJMGJjpx8ILQaCD3YsCW7vDJTyJv1WqwggIU/vQTAMB2+AgKv/9eGbjmfbAKgrUQLC/Pp+jOfXOp1yRe6KiH3JISFYVc5oWPFicMuJAQ8NHR0kTAdcXyTYjI7uW+LN2y6D527BguX77s8zrLyMjwKj1GEFUdJZ+EnBQW4r2lcM9e2PbtAwBY3nrLTXAH6mYuTzIap0xG3jvvAgDCHnkEfK1aAd/Hajrm1DTkvb8SgDjONI4bW+x3x0kZzIVcs9c6T9HNci1AMc+Cwp/2SwfmlGeSplYtOLOyIFy75mqHJMoJItggS3dVhjFo6tdzz0Yc4ponYYJ/a3dMTAzGjx+PpKQkDBs2DG+++SaysrKU9YcOHcL8+fMRHh6u/D355JPIyspCfr6rTnGgA7v+/fvj4MGD2Lt3LwYPHozRo0fj6tWrJfm0hC8YxARfiuiWBurq0mBhZOkuDiWmW5WTQInvLpDi0QxRyvebcfAI0tPT0aVLFwjSA97hcKBr165e5cTKUkKMk0Q300mZX2VLd4C1utXi2XHqNAC4CW7AZVkSLHkQ8mXRLX5OxZUTolVB07CheLBCW0BWBWa3K2Ve5JhuwBVX7qQM5l4U5V4ui25BEHyWrZOvNcpsTgQbcgZrXrofyeh793K94XlEJD8LoITlvqS4ceOjY1zLbDa3EleEf+TvOmzMIwCgJLsr7hnAy7W6PdzLGWMu0S09c4VianWbU9Ngl0ISI+fOUc7NpPKncmJO07TkEsf6E0RVgSzdKkJCQgKy6t4OfA2iNPVFd1dZMIDnAI0GEeFGmC25SpZgmezsbESqyjasWrUKU6dOxebNm7F27Vq8+OKL2LZtG3r06AGLxYKUlBQ8+OCDXudVDwaNUjmh4jAajWjRogVatGiBHj16oGXLlli5ciVmz54d0P6EH0xxUiyUFIuvUblFyxbv8z+K//MpcZU/lN+QKkM09HqgoMCVvVwXAWiNgMMKwVGIrl27okOHDkoStStXrqBRo0bo2rWrIsTLWkKMgxTnJtdfN0jCNVD3ch8uyp7x2HJJME/3cnmgpevZE/revWCalgz7wUNw/vknCr7+GhGtp/sdsMolXox/fUw6CaeUjDGnpoFJ4l6gDOZe+EukBrhiuuvXr4/atWu7eVaor7Xyzi1AELcbIU+ydBc1phAE3JzyN2jbti2Rm7kswmyHXGUPmeTdRBbuAJAmLXR33IH8NZ+Cl/qoOMuyy9LtIailaiGAGG4kXL4sWrr9ID+LQprHw3Hmd1H0P/kEAFdyNUrMSVQHSHSr4DjOZ3buikAoYiZWSUak0QAch1ZNmuK7n/Z5uYRmZGSgVatWbssSEhKQkJCA2bNno2fPnvjkk0/Qo0cPJCYmIjMzEy1atCj3zwKIn6dQdeMlyojc1yF673WUSK1YPGO6AYAz6MW8hLLo1psAbRhQcANdW9QGGiS6eX1ERkYqoqdr165lFkFMEMBzUrvkTOWKpbto93JZ9EY88w/3FTwP2O249vBo1FknZn7lFdGdrxLdYcpAy02gR4hWKH2/fj7dOuXzyiVehBviNcdHRSF36TKltndImzYAoGRUJ1wEGtMtT+TI2fMZYyS4iaCF5Ukx3SrRra4DXbhvH2x79sK66RtYN31TqrhuprpfM5u9iC0JNfJ9vuDrjQAALtzVR0X1AW+SEqnluLuXq13LNXXqQLh8uWhLt/QsKty7DzjzOzijK9GndfNm2I/+puQsIYhghkR3MCCJbo7XgOM4TH7kL1ix9lNMTU7Gk1OmQK/XY9OmTVizZg2+/vprAMDZs2fx7rvvYvjw4YiLi0NmZiZOnTqFsWPHAgDmzJmDoUOHonHjxhg1ahR4nsehQ4dw9OhRvPzyywE3LS8vDwsXLsTw4cMRGxuL69ev46233sLFixfx8MMPl/93UWORRbePMkJyIjVrNuB0ABr6WXuhlAxzTVooydRs0gy8PgLQSYMNe760myuhlV6vV9zLZQtkqUTQ9nkArwHrPsNVo9so9eGNTPF/ce7lkugFoMSmA0DYqIeQ/791sO3dp5RXkQdQgsUCZlWVDPPhoie7fuq6JML03DS/542YMV1x/5NRu6kLOTlwnDhB1gkfBBLTLV93d9xxh1Irnud5EtxE0MIkS7c8CagW3KZpyWDP/AOXmjQr6hDFnyNfFUdMyQhLjKBMjIQXs6WILLpZrqfoljy4tFol+W9Rlm75WXR12zbxuKrz6/v1g/3ob3DSs4SoBtDoPBhQW7oBxDdqjO9XfoC5qz7AgAEDYLPZ0KZNG6xbtw6DBw8GAISFheHEiRP48MMPcePGDcTGxuLpp5/GlClTAABJSUnYuHEj5s+fj9deew1arRZt2rTBE088UaKmaTQa5TzXr19HrVq10K1bN+zevRvt27cvv++gpiNbujU+LN2ydRQQ3ZKNlLjKE6863QA4vSR6pLrcoqVbEt02cZm6hJ7VakViYqIiuEtdQozXiEnwCgrA6VSie+cC4MJe8X0xXgteNbYBcCYT8v+3TnQJV62TB1DqRGq8L7d06RiA72y0nufV9+kjuugXFiplw+QBdO5b/wYAOK+SdcKTQGK6ZdG9f/9+ZZ0gCMjIyCDhTQQlruzl0j3Ww9PGLXM2gMK9e4GyWLrtJLpLCrN4lHUrBn/u5YIqjIkLl7YpJqYbcE3McKrza6SEvGTpJqoDAYnuDRs2lPjAAwcO9Ok+R5Qc5iG6wXPo2qEDtmzYoNS49KRevXr48ssvizxuUlISkpKS/J+3mLJkgDhw/OKLL4rdjignfLmXa0LEmGBrtphMjUS3F3J8H9Tu5XLNbqlWthjTLf2eJCFuV9WutlqtPkuIlVgESbH4/PY50MeJ4Szc5YPA2e+BVsOAk18HlBTPM/MvM5vdBrGFe/aicO9ehEjJ0ZjFoliC8tdvQOH+/V7WbtnS7RWj53Fe+2+/wfrtZvcVOh0gCDCnpkETFyceR5VITc5EHDr1mWI/W3WFMebTvVxOjiYvKywsREZGBo4ePaps07x58/LPnk8QFQTLF++p8iSg+t4jW701TZrAef48DEOGwPrNN4q3TqAIbu7lJLpLilxLnQsP1NLtJ5FagSthJy+FLBVl6fY6vyoEwZWUkyzdRPATkOgeMWJEiQ7KcRxOnTqF+Pj40rSJ8ER2L5dEN8fzorNxAKKYqCawItzLAdHF3JpNcd3+KPRl6ZYmMBzSQM2He7ladNtsNqSnp0On08Fms6Fu3bqlF0F9X4Lz1i3oDqaK789+L2ajr9NOEt2BDTDqfPY/XGzUREx045FATd+7l5j9NTEBACCoLN35n3yiWMTVyJaL4gZIuo4d3UW3TgfYbCjcvx+2PXsR+pCYoFFOpKZ2Ja3JFBYWKpOZaks3z/NIT09Xnpk3btzA+fPnERUVhezsbABAXFwcoqOjSXgTQYk/K6r63mA/dEgU3f37QduubYnLfblZugtJdJcUwYfoLQq5TrfnJK0iug0GlaW7eNHtOr9L9Gtqi0YESspJVAcCrjty+fJlCIIQ0F+YH+srUUo8Ld0cJ/6nMhg1iCLcywEqG1YMvtzLoddDLHgvxQHKidQA0b383E7YT3/vdpxOnTopLucxMTE+S4gFitDqSde8GR8iWsDl+PwARbdsPYZOB9jtbqVd5JIv9owDAEQrgiCV9zI+McnnQFaxdFtyYV68xG+pmLyP/+v2PmLqM4iYMR22PXuh690LBZ+L3i/O69e9YjdrMrKVW6vVQiPfzyEK6K5du+L3338HADidTsTFxSmCGwDy8/OV7YpKvEkQVQ0mCK463Z5WVJWbuRzywwoLS1XuSy26YadEaiVFKesWoOjmJEu3YPaI6Zbuc1xoqMvSXYzoZowplm71xAyVnySqEwGJ7nHjxpXIVfyvf/0rTFJsIFF2XO7lUnfJ5cXI0l2DKMbSnS9lu/Zl6d65QEzeVYNxlQyTJi22z0NYbCa4EAYO0qBOLhkGACe+BP43Cvb0lW7Hady4sSJ47HZ7mUQQd2iZMn8GwSH2U5hUBjAAjwW1mG1w9ozPmqqmacli7DWAvNUfKsmFIp76u+82qV0BpaRpnsL72ui/wHnpEgBAf9ddbgnVFOHdTcy8LVy9SoJbRVGZyxMTE9FGyvpeUFCAS5cuoW7dusp6OQGbfM0RRLDACgqU8YqnFdU0/TnXvUHyPpJFW0lrMjNyLy8TSlm3QN3LZc8oT9GtjumOkEOWirF0Fxa6vDrd3MtFSzfLzqE+DQa2zxPHMr6gsWhgonvVqlWIkH5cgbBixQrUrl27+A0JvzCHw3WD8XAvJ0t3DaSokmEAoJNmho9+6r585wIxaRev8d6nBqFYuuWYbl4DY8whRCTKgwVOdC2/fkJ8a80B8q/Dzrl/39dVcWWyxbtUImjnAoRkroCzQLoFJ0wU++nQR+L7gpuA4PS7uy/rsWwZ8hTKxonjxReq+4XP+t4AeFXSG1/Huzb6L7Dt2QtIrtGG+wa7bQeIwlvXq5froB5u7zUNtSeEZ41uueycTJcuXZTXPM/DqBp8FqjK8BBEMKFYOTnO770HEN2RAZfoLvF5SHSXCV9l3YqCi4wU98vPB1MlHXW5l4cqzxRWTCI12bUcADiVtywfFaV4eQrXyZOvyiMnivUU3jQWBVAC93KZjz76CMeOHfNabrVa8dFHH5VLowjAceo07CdPilZur0RqYrcxgSzdNYdi3Mub9hf/n9nqutnJN7n+85XkXTURxpiqZJgkuvu+hHxLd0TcoSoXtutl4NIv4nteTHfhKbpv3nTVz7aX1n1R6hd7kwlKt6L7M2I/7X1DarQgxuj7w0eNbQA+XTJt6b967e5v4Mt5JL1RC+qLjZoo7uM6KZ6Yj4r0Oq9pWjI4rdZ1UA+395qGHK+dkZHhVi5MFtw873oMnzhxQnktCAKuXr2qvCfRTQQrrqzURnCKe483nEGydBcWluo8ApUMKxNK3H0JLd2Ae8ULdWnKQC3dShK10FCXgQliDiO+thh2RS7mQUDfl8SxzPY5wKangYwPgB3zaSwqUWLRPX78eNx55534/PPP3Zbn5ORgwoQJ5dawmgwTBHGW1imAFRYq7uVKIjVOdi8nS3eNobhEanJMd2wX8eY2X0s3ORmHw+XaqIrpLnT2huWYNKNfaBa/ryZ9xfdXDgMA7Jz7933jhmumXV1OrEQITqD/fDjqjgKnlfpVb3I9rOSJlSLiut1cMj3XqVwyzalpsLz1b/AxMW7b5C5/y+e+vpLemKYlixN9ggBoNKjzv7WKOyEvWTrU55Wt8HxsLAAgdPhwn27qNQXZEyI9PV2J2bZYLEhPT3er856RkYFff/1VyYnSvHlz5KmsP/nqeFWCCCKU+s/hRVtQleSWpRTdcoZ0AGAU011iXInMAiwZptUq3gnqZGrqRGqBWrp9ZS6XoWRqQYY8lvnl38CGScCOuTQWlSix6AaAlJQUPP7445g3b145N4cA4LJsA2IyEB8lwwAAZOmuQRTjXi7HAmskUSk4AF5LNzl4uBl6ZC8v+F1l8dXogJb3ia/lkmG8+/d9S6pHDZTB0t1/HtD3JbCCPPBq0Q2I/WUSS3wFmkzNH2oXdMN9g10r9Hq/IthV3iVXybKtJGsDAKcT5tQ0JSEbb4p02199Tn1X0VVal9DZp9t7TUIW3pekWPgbN254CW5ZhMdJ5daio6PdjkGWbiJYURJkhQUmuktr6XbPXl66Y9RkXO7lgVm6AYCT8jcJZrWlWwwPcJw759PSbU5Ng3nxErfjCBa5XJn3NULJ1IKQXjNcr+VEsUTpRPdf//pX/PDDD3jnnXcwatQoGgyUM0wlupnN7l2nmyzdNQ/mx71cTlohZ73+c59rnWAHVvevkOZVZdSlY9yyl+v0CGstW0Y4wGkDzu9y29chuZfLLpHqhGmltnTL7cp3CXhFdAOqTPRlnNVXuaDru3VTFvNRkX6zAsslw8AYWH6+q35u06YAAG379shdtBhOye2Zi3QX3epzaqT64I4/L5YqE3F1IzExUbmOOI5zK/klCIIiwqOiogAAWVlZbvvb7fYyX3MEURmwIgSVGs4jkVqJz6P2BiH38hLjci8PLKYbUCVTy3UlU2MFkug+dgwFX62Xji2KbvmZAt5dfsheCr4mZniydAcfm6e5XsuJYonA6nSrkQcNPXr0wP79+zF8+HD06tULb7/9drk3rsaiFt120c0cUCVSU1m6WWEhnJeywNetE3CZByLIUGep93Qvl5NWdB7ve99zO8SbXU2eZbRJFg+eBxfiuuUZtHtgaClNGDa+C2g+UPwuVcgx3eHh4cj1qEVaaku3TEE2AIAxDbgQ1WSA7LVQxvJviov54iVurn9caKjimi5bseVtOYMBCAkBHA7kLkmF5e13EDFjOgp37YLz3DloYmNhGJyEXMlKwUeafJ4TADQNGgAAnJcuiuukc5b5ewtSMjIyFO8BxhgyMjIU4a1OxBcpTWRcvnwZgHjtFRQUwOl0Ij8/nyqDEEFHoPWfy27pdhmAyL285JS0Tjfgu2yY7F6u7dIFeR+KuZ5Ybm6R5SOViRnVuc2LlwA8D41s6b7msnR7PruIKsTOBcCv77jey2GPQM0ei6IUlm6mEgCNGzfG3r170bRpUwwcOLBcG1ajUbuX22wu65CHpZsxAUJ2DgSzGcKNsg3QgwmO4/DVV1+V+3H79euH5OTkgLc/d+4cOI7DwYMHb+953US3h6Vbjp05uNq1TEoCBl0E0C/FdybJGoTPGt07F8Dg/A75v0uTGNpQ8bts97DbvnJMt6/qDWW2OlpFF23GPPpUEd3lNKvP88h7733FysSFivF6viwOHMcp5WKEggJlcCRbLpw3byJ8oit3B1+EAFRE958Xy+dzBDGy+7h8HTVr1sxvfXfZ0u2UngNGo1HJdk5eZUQw4qq/XLTbspK9vDzcy8nSXWJccdWBu5fLzwBm9o7pNvTuhfB/PC0us1qLLB+pCH61lV0qW2k/dlzcRqoe4s9aTlQB5AS+DXu4lhnruJKr1eCxKFAK0T137lyEqzIbhoWF4csvv8S0adNw9913l2vjaipu7uVqNytJdN/78ChMf/110dLtlAb+TgGrV69WBmwVybx589CmTRsYjUZER0djwIAB2L9/f4W3o/qicsn1lb2870tAw56qzR3ixIwtF+j0mHizK6L8VHVHGXzpVd+d4ERh2P0ovCiLbilxzB2Pu7bhQ2DnJdEdqsrGLeFwONwmIUuMLLpxe0W37NqtWBJCQ4u0OMjugsZRo5R18mBWuHlTsWhwBoMr8ZEPQmTRfbFmi251vLZBEhWtWrVSkqt5Cu9ID5d9Et1EsMMCTdBVRku3oEqkRu7lJYMVFoo5hFBS93IppttPIjXT86rY3iLKR8ru5ZzKvVx+dhXu3Cme49r1Ip9dRBVAShTrNlbNueAyENXgsShQCvfyuXPn+lyekpJS5sYEG3K5F3VsnkxGRoYSp1di1KJbjkfV8N6lNpigJFNjFXAh2+12aLXe4qNVq1ZYvnw54uPjUVBQgNTUVAwaNAinT59GnTp1bnu7qj2KsOMAjff3DwCYsBNYIFlyOY04y3hhD3Bup8udZ+cC6YY473a3uGpR6MPS3X8e7KfeAxfyo/heFt1a1WAjujnsGvF9uMb3AM7hcPj8TQSETRSvjPco31Xelm6IgxdbxgEU/vAD7AcOwJ6R4XfQoli6Ld6DKOHmTSWJGhcV6bWvGk3DBq59CgrAF1Gftzqjjtc+ffo0AECr1SrPDcEjzj0kJATh4eGwSDGQRqNR8aqgDOZEMCJXQ+CKKUWllAyzloN7OYnuEiHkue4tZXYvl4xFXGgocpctd20slY/09dxR4sk9JmZM05LhOH8eBes+Q+HevSjcs4cEd1Wm/zxxzLov1bUs5w/xfw13LQdKYOnesGFDsX9ff/317WxrlUNdf1WNr/qrJcLpLaA5dUF5TpW9XN7W6Z2gaMeOHejevTuMRiOioqLQu3dvnD9/Xlm/fv16JCYmwmAwID4+HikpKW4usxzHYcWKFRg+fDiMRiMWLlzos7mPPvooBgwYgPj4eLRv3x5LliyB2WzG4cOH/X7Ezz77DB07dkRoaChq1aqFAQMGuJXH+eCDD9C+fXvo9XrExsbiH//4h9v+169fx8iRIxEWFoaWLVtiw4YNbuuPHj2K++67D+Hh4ahXrx4ef/xxXL/uEjF5eXkYO3YswsPDERsbi8WLF3u10Zcbe5MmTbB69Wq/n8vnec8eBXIv+T7vK3PEBF5FoSRR07n63pMf/yU1WgMwJ2D+U3wvJwaTXX7U11ENgUkx3W6iGwD0enAh0ncri26darBRqxXsGnF5BFyZV9Uiu0zxyTZJ1FaA6AaAmLeWie54jAE6nd9BC+9RqxsABEnsMbNZcfHjPZOoecCZTMoguyZbu9VZyuXrRSddi3JWc0/UHktGo1EpI0aWbiIYkT1liss7U/aSYSr3corpLhFy5nIY9G65T4rDlUjNe5K2cO9esXxkLTE5aOjDD/utYqF4Q/iYmIl46u/SRkU/u4gqgvlPwHpLHI8C4lhH8uyr6QSsCkeMGOH2N3LkSK9lI0aMuI1NrXqo66/KwlvtSujLAh4IzIfoVuK53TYUwGSR7GHpdjgcGDFiBPr27YvDhw9j3759mDx5smIt3717N8aOHYtnn30Wx44dwzvvvIPVq1d7Cet58+Zh5MiROHLkCCZOnFhs2202G959911ERkbijjvu8LlNVlYWxowZg4kTJ+L48ePYsWMHHnzwQcVVd8WKFXj66acxefJkHDlyBBs2bECLFi3cjpGSkoLRo0fj8OHDGDJkCB577DHcvHkTAJCdnY177rkHCQkJSE9Px+bNm3HlyhWMHj1a2f/555/Hzp07sX79emzduhU7duzwGV9ZEvyed/wUUXTnXnI/75cfY8f27cg4dKToA8uim9f5Xi8L6v7zgbkOoNk9QI40uXJ+p/v6GjjTqFg8PEQ3Z9CD9xTdWtUse62Wrphup0sAh4eHI0QalJQprlsqS8Y0Hi6Xcib6chbdlpUfiPkhdDrAZvNbvstVq1tdAsYl9hzSxJ1nuTCv43CcYu2uyaJbjU26Fv15R8jPErWLeXh4uOJerp40JYhgQc5cHXAitVJkL2dSxQXlfSFZukuC3EfFxd17Ile88OVebt32HSJmTIe2TRsAgOHuPn7LR8qWdi7MOwShYIPKoFfEs4uoBOQKOvJ/ALgiGdzCarmS/343uzJaV+UIeDrL0wUuIiIChw4dQnx8fLk3KpiQhbU8WFK7EpaaQEW3ICjbMo/+MZvNyMnJwdChQ9G8eXMAQNu2bZX1KSkpmDVrFsaNGwcAiI+Px4IFCzBz5ky3EIJHH30UEyZMQHFs3LgRjzzyCPLz8xEbG4tt27ahdu3aPrfNysqCw+HAgw8+iCZNmgAAOnbsqKx/+eWXMX36dDz77LPKsm6qkkcAMH78eIwZMwYA8Morr2Dp0qX4+eefMXjwYCxfvhwJCQl45ZVXlO0/+OADNGrUCCdPnkRcXBxWrlyJjz/+GPfeey8A4MMPP0RDqcRRaSnyvJcLEJd32nXe7m2B3Ev48P230bBttyKOCigx3b5qdPsS1OO+B1b1Fa3c2edqtOAGXIMvTu8hun1ZurXulu5CSeMYCy6B4+LBGIPRaITVaoXD4cChQ4fQp0+fUrWLc0qeHSEeA1HZ0l1QfskRPePglEQ0gI+YbndLNxMEQOXu6fj9nLhdMZZuANDENYDjRCYlU4MoCmRLtz/RLXtPNW7cWFkWFhaGzMxMAOWQvI8gbhMF33yLnIWvIGbFW9B16uS2ThFUxZUMK0sitcJC95KE5F5eIpQ+KmEVHF7yyhGyXZZMWXSHDh8O07Rk3DzzDADAefWq63njMWaVLe2e3hDm1DTkpqaBi4oCy85G6MOj/D67iEpArqDT7B7g7A/iMtnCnXcV0EqTOLZc3/vXMEoc012ROJ1OzJs3Dx9//DEuX76MuLg4jB8/Hi+++KJ3fHMlkpiYqAhufzHeJcKXe7nG272cCcxlFfdwL4+JicH48eORlJSEgQMHYsCAARg9ejRiY2MBAIcOHcKePXvcLNtOpxNWqxX5+fmKO2OgMen9+/fHwYMHcf36dbz33nsYPXo09u/fj7p163pte8cdd+Dee+9Fx44dkZSUhEGDBmHUqFGIjo7G1atXcenSJUUM+6OT6qFuNBphMplwVaodfOjQIWzfvt0t4Z/MmTNnUFBQAJvNhjvvvNPt+2rdunVAn9UfrvPKDw3XNXrmigUFBSHieZuGipbviDjERMQVf161e7knctIKT0E9YScwTzo/r62xghuAMvjydC/ndEW7lwvRLcBwBgBw4gYHg8GAgoICGI1G5VorUyI1p+SyrfW4TsvZvdxX4hn5v6/Bi2LpliwXzMOl2XHunLhdAKWrQhrEoRBk6QbcBbM/0a2exJU5e/YsLly4AADQF5G4jiAqk4JNm+A8dw4Fm77xEt2KoPJRg1kNpy+96BY88h0wO4nukiD3UYlFd0w0AEC46ZoklqtdhI16SNxGMsDIoUk+Y7p9uJern132w4dh3boNuk6dENKkCQnvqoI8tpSF9/Y5QJg07o9uDtwSx1BofFfltK+KUaXz7b/22mtYsWIFli9fjuPHj+O1117D66+/jmXLllV209xQC25BEMrspswckpDmVRMLKtFtioiA2ZIrJlKTRbcg4NatW25uiatWrcK+ffvQq1cvrF27Fq1atcJPP/0EALBYLEhJScHBgweVvyNHjuDUqVNKhl1AFLSBYDQa0aJFC/To0QMrV65ESEgIVq5c6XNbjUaDbdu24dtvv0W7du2wbNkytG7dGmfPnlXcKIvDc9DKcZzijWGxWDBs2DC3z3bw4EGcOnWqRBn2OY7zElVFWZqU8/64FQe3fIyDP25xP6+gjjHjgIi4AFsitcGXpbv/PN+CWl2WQbDX6DIN8uCL07l/f8VZuh2RzZTXBwubKteC2WxW3IRlL5LSwAmSmNV6lCNTLN23AGc5WDYFwWfiGTkzrKfFQbF0S+6GnqLbefasuF0xidQAQCN5jzguXipV06sTspWb4zglPMEXiYmJbpOKR44cUSbm1DHdcigTQVQFBMkzxvnHH17rmGLpLiaRWhmylzNP0U3u5SVCSWRWTB95wseI4VDCjZuuY8nZy6XxnEYyvjivXoM/XJZ2lXu56tkV0rIlAMBx6pTfZxdRSciZyWVLd75olMCtM0Cc5MmZc6Fy2lbFqNKW7r179+KBBx7A/fffDwBo2rQp1qxZg59//rmSW+bCM4ZbPRAqtcVbEtKcweDKxqkS3a1btsTWLVvE7QSXKDyQkYFWrVq5HSohIQEJCQmYPXs2evbsiU8++QQ9evRAYmIiMjMzvWKlywtBEFBYxIOT4zj07t0bvXv3xpw5c9CkSRN8+eWXeO6559C0aVN8//336N+/f6nOnZiYiM8//xxNmzb1Obht3rw5tFot9u/fr7hx3rp1CydPnkTfvn2V7erUqYOsrCzl/alTp4rMHqyct8OdCCm4Klqz9QyIbAwU3EDz+uHQakOwP+MoGjeoD+Rewi1HqNd5vVBiugPMki27nNduA1w/AbQaJr4HaqTF229Mty/RrQ8HEiYBzAm7QRwocMyJRNsu/ArxeszKyoLRaEReXl6ZEqlxTIpb1HtYjENj5JaLyUiMZasAYJr+nP91RWUvl93LPa55hzSoLqpGt3nxEoDnEdJUDB9xXvxTWZe3dBniTpwAhgwJ7ANUE9Tx3MV5avXo0QNHjhxRJnrk+5gsutXPHYKoCjApB4TDR94BJXv5bSwZ5nmfAiVSKxFCoGXdPNDUkkW3ytKtZC8XDTgaqYqNcO2q3+P48oZQP7tCpLGq/bRoOSULdxWj53OucaaMRge0HQlc+gUwk+gGymDp5jjutrt49+rVC99//z1OnjwJQHTf/fHHH3Hffffd1vMGiq+kab6Sq5UYWXSrrL6cxtVVf3viSZw6fx7J8+fjyMmTyDx3Dmn/+QhrPv0U06dPByC6JM6ePRv79u3D+fPnsXXrVpw6dUqJ654zZw4++ugjpKSk4LfffsPx48fx6aef4sUXXyxRU/Py8vB///d/+Omnn3D+/Hn8+uuvmDhxIi5evIiHH37Y5z779+/HK6+8gvT0dPzxxx/44osvcO3aNaVt8+bNw+LFi7F06VKcOnUKGRkZJfJuePrpp3Hz5k2MGTMGv/zyC86cOYMtW7ZgwoQJcDqdCA8Px6RJk/D888/jhx9+wNGjRzF+/HivbPP33HMPli9fjgMHDiA9PR1PPfVUkeWh3M574iLOZJmxZctmTHhsFJzZFxBuDMOkRx7A8y8vxQ8Zv+PoL7sw/q+PBJDlXprN9eVe7ok6xrtRL3FZwx7i++1zaqTF219Mt5i9XPpu1QnUHngfGLEKdsmrQcus6HJjrXK/43leyS5dlhhbDpLoNnhYjDUhgEF02SvvZGqBoGSjtfh2L4f0mYuM6eZ55C5ajMI9ewEATsnSbU5NQ96SVLDSVnYIYoqL51aTkZEBxphyb/jtt9+UY6Snp5c5WSdBlDeypdRx3oelO18uBxVoybBSJFLztHRTTHeJcNVSL6Glu5Y4SSzcuqXkFvK0dPN1RdHtvObf0s2KifvXthRFt0Mqu0hUMXZ4lI3mNGJlnku/iu/J0g2gBJbu6OhoN5FtsViQkJDgJRjkDNLlwaxZs2A2m9GmTRtoNBo4nU4sXLgQjz32mN99CgsL3SysZql2oN1u97JK2e12MMYgCIJXorhAcDqd6NKlCzp37uy2f+fOncEYg9PpDPi4skWDMVWctip+j2k0yrGaxTfD9ys/wJzly3DflMmw2R1o3awp1n78MQYNGgRBEGAwGHD8+HF8+OGHuHHjBmJjY/HUU0/hySefhCAIGDhwIDZs2ICXX34Zr732GrRaLdq0aYOJEye6tbm474bjOOU8169fR61atdC1a1fs3LkTbdu29blveHg4du7cibS0NJjNZjRp0gSLFi1CUlISBEHA448/jvz8fLz55puYMWMGateujYceeqjYdsnL6tevj927d2PWrFkYNGgQCgsL0aRJEyQlJSnbvfbaa8jNzcWwYcMQERGB5557Djk5Ocr1AABvvPEGJk6ciD59+iAuLg5LlixRvBjU5/d/XiuaNKiPwf16gud5MG0Y3nhpKix5+Rj2lwmICDdi+uQxyDHnup3X69qQz6PRFWtZ5R024O65EHrNAv/9LGgAOPOuQRjwOninE3DYIFRjC4D8/ai/J6c0AGCaEPflGh4aydLt4HVeJWZkq6KW2ZARfp8iggRBQK4U72y1Wktv7ebEQaGgi/A6RkhoLXDWW3DkXgGLuj3eKP4QpHwOzpwc8b5p9p0ARQgP9/vZQ//xNARBQN4SsVan89Il3HpjETS75iP6qZ5I73AfOnjsy+9eCDAnhLvn+Dpk0CNfTyEhIUVeMwcPHsSBAweQkJCAzp07K+9lMjIykJCQgI4dO5atZF0x+PotEVWLqtRHTjkHRHY2Cq/fAB/p8oSRLd1Ovb7ItgqyR19hIWw2W4kMO573KVZYWCW+l6rUR0XhyJESoYWFlqitTJqkhSDAdu0a+JgYRXQ7tVrAbocQJU4iO69d83tsIa/oa4RJSXeFq1e9rq+yEix9VFXhdy+EZu8bynuhST/w53eI/49/DgBgORfgKMP3W9X7KNB2cSzATEAffvhhQAeUs2GXB59++imef/55vPHGG2jfvj0OHjyI5ORkLFmyxO955s2bh5SUFK/ln3zyiZIcTCYkJAT169dHo0aNlLqplQ5jCPtDnBGy1qsLwxXRHaewVgycktsnZ7MhNOuy167W+vUgUKKdKoPRehFaoQAMYko1J6eFhok/zOzQeIDjobffBBhDoa6W3+MIBbdw5VwmIg+k4pcGTwV8/paXP0e7rP/gj5h7cKDJ1DJ+muCl7vYdaLzuM9xMTMDvT0xSlhsuZaH/0anQ1bHjp/gXcSXS3VXXZrPh1q1b0DvzUKgxorY2H5qYZrBYLEpN+fDw8IDzHniS9MMYGKILcDB0Es63Gea2rk/mC4jJz8T+ZrNwOapHqY5fWqIOHESL995HbvN4ZE5/DhEnT6J12lKv7U5PfhLZnX2XBZSJ3fQNGmz6RnnPHqmPhhHpOB47Bifr/0VZ3uryWrTNWuO1vDphtVqRk5ODkJAQ1Krl+/cuX1tGo9EtEaT6mgOAevXq3fb2lhdxGzeB8Tyyhnh7qMV+8y04QcClofdXQsuI8uSOmbOglcT1sVkvIL9xI2Vd5xkzEZKfj6MvvQhrbH2/x+ALCpA4/XkAwK9vpoIF4BUiE3nkKFqueBuM48AxhsLoaBxZWPM8u0pLg/UbELtlK67064sLo317Kfqj8/TnEVJQIPZv/Xro8o+p4BjDoVcXwh4ZiRCzGZ1n/R8Yx+HXpWk+q/F0mvV/0JnN+G32LBQ08l1JptP/vQhddjaOz3gOeTW8clJVQX523wptgeiC07DzofjmjjXodepF1LEcxY2w1qiVnwkBPL7u/DnAcWh1eS04JiAzdkxlN7/cyM/Px6OPPoqcnByYigi9C9jS3adPnwovD/b8889j1qxZeOSRRwCIZaXOnz+PV1991a/onj17Np57zhUHYjab0ahRIwwaNMjri7Barbhw4QLCw8PdkodVBowx5ObmIsJohJy7PLxWbTgk0R0WHgHOJM0oFhbC4UN0G0NDi01UQpQepY8iIoqdgecsl5VEWRwAZqwPTZ6rz0ymCKmsgnhNFjVVUiiIbldRtephSAniYLkDWUDWf9CwVihia0j8rN1ux7Zt2zBw4EDFjTf/z4uwAIht0gRtVN+D4/x5cCfEOceuPe8Ga9rP7VgXLlzAd999h0KNEV3N69FpyGSwluL+GzZswI0bNxAREYHBgweXqq3cbtGDoU1iD7Tv594/mtx3gdOZ6NK2KVhCxfadzWRC9nvvI0qrxZAhQ1BoMCDHx3Zd77kHuh53+lijYsgQXN0kPTdCQlDvX3th27kAbX9cgObNW4Dr+5I4S35gDZx3z0WLPv9Exdr1K44zZ85g165dqFu3ruJ148mBAwfAcRw6d+7sttzT2h0XF+e1TXnj67dUGvJOn0HeklS0atUKxqnPuJYvXYa8jZtgfG4aOteQ+1N5U159VB5cTXaNu3o0agSDqk+vPjsNAND3vsHQxPlPIMpsNlyTRHdSv/4lsmZanQLMEEtYsVu3YNDwJXpe3i6qUh8VRe7Pv6AAQLP27dGxhN/bjTcWwXn2HO7q0AHaO+7ANcmWd+/994M3mcCcTlz7vxfBCQKS7rxTSaym5trzL4AB6DM4CSGSVVvGkpoGTqOBrUN72H/cg+516yJUamPe0mVgTifCyxDjHSx9VBXhd6XD2XIuIm/9Dhw5jZDoxhgyZAj43QeAXUcRXbsu2B+Z4CFgSL9u4DPeU573zfsEfp1V9T6SvaqLI2DR3alTJzRt2hTDhw/HiBEj0L1791I3LlDy8/O93Nc1KjdrX+j1ep9lVbRarVdHOZ1OcBwHnucDiKu9vcifiZM/m4YHrw0RZwSdTnAhGqWNzFfNbgCcKgaQKH+UPpKuGb/kXgIsl8Q4YbsUpxQaDeRdgZyJnAcDAuwrTt5HayjZzSZcjKPirdngq+BN6nai/r3zUgyyxuD+/fFGI5hGSlQVagI8viO5vyOQi0TLN4AwTtkmNjYWN27cgCAIpX4AOEPE6TVNZF3vY4SLg5KQwlte7brdMCleHZY8aLVaOGy+3aZ0MTHFfnZzaprrjcOBguVvIfQfL+H4mdNo++MC4EfJEtV/PjR9X4LvO1v1QL6edDqd3+/N13M1IyMDBw4cQHR0NG7duoWGDRviwIED0Gg0FRLT7evZWRKipj8HXorx5xwORL4wU4nt95VVP1iRkwf6+jzm1DRAEIpMalgWytpHZYUVFrrXxb54UWkPKyxUkprpoqKKfBaxkBCxJCpjCBGc0JTgM9lsYlghHxUF561bgN1RpQbnld1HxcFJMfEhJlOJ26mpVRvOs+fA5+QgRFVxQ2cygdNqAa0WfK1aEK5dA38rG9oGDdz2Z4KgxOTrIiO9+l2j1SJ30WJoExPE7X8/C61W63YfKY/vtqr3UZXkXukZnvk1cOQ/4PTS9XPPPECjAb99DqALB2wWaH98GUh/u0zP+6raR4G2KWCFdv36dbz66qu4evUqhg8fjtjYWDz55JP4+uuvYS1F0otAGDZsGBYuXIhNmzbh3Llz+PLLL7FkyRKMHDnytpyvKiDHc8t1ufmoSHA6nVtSNfixsjIf9b2JSoBBLAemUXlP2AuglP4CXBnJAzpeEXW6iyJUcmEtuFH0dtUc5qdON1TZy9NPXfNKfCgnSeM5ID1iKGB3uffKN9jaUv3R0sBJopsL9+FqXJ61unOzgA1PApcPBdYuKUZPkBKpyfVv+eho9+2KKRkm11iVa7SGPjwKuYsWI2/pMpys/xcwTnr8cJoakVVfnb08UNTJOhs1Et11o6Kiyp6ss4IxTUtG6PBhsCxdhouNm3rVja8WSBMLbhNNcP0OAp1kDUYEVegD4J7BXC4FBRRfA5rjOFfZsBKOK+VKL0opw1JkQK/JuEp2lTxcSk6mlv+/da7EmyEhouCGNOkkjWN8ZTBnBQXKel/nl0uE2TNEbx/7qdNuNbyr1X0kWLGJoSXQq0qgyqXE5HWS4K4Jz3t/BPwUMBgMGDZsGN5//31kZWXh888/R61atfDCCy+gdu3aGDFiBD744ANcKyI7YUlZtmwZRo0ahaeeegpt27bFjBkzMGXKFCxYUI3jdGThLInukIYNEdKmtSLCAfh/eFPNwqqBKU4U3Uw1CWLzSEbFStJXsvdDCWf35NJT+SS6ARRZMozjNF4iRhZJOSwCPBMAm2tgKZdwKm32cuawgZfPHeGjJJg8YVIeonvr80DG+8COeQFtLtdpZbkWMbGjNIiSa24r2xWRvVw9INJIYjF0yH2ImDEdeUtS0WXXy+Dk3wBz1ois+iXJXi4jCIKSpVyO8c7Ly1OqZJQmAWhloZGtW04noNNVu4GyLAzUwrumCAOW6/58c6oymMuloGDQgyuiPr2CFOpX0rJhsqWUlzx1PBNjEkUj91PpRLf4vLJ+9x1yV7wjHkcyFMm/ATn00VetbjlzOjjO3cCkwjQtGWF/GQ0AKPz++xrxuwoqCqV7gM4jxLXvSxCDLAHwITVacAOlLBnGcRx69eqFf/3rXzh27BgOHDiAPn36YPXq1WjYsCHeeuutcmlcREQE0tLScP78eRQUFODMmTN4+eWXyz3pWYC55CoGh7voBuAdP+wvntgZPAOwGoFaWMszfb7WFXcYxgCwklu6w2RL982SWdarGa6SYe5hJ5xOp4juhBZNFevh3r17YTab8YdUj7p2iORe7sPSXepMmmbXbD9n8iG65drcFu/cDSUi+zxw9FPx9cVfim7S4iUwp6Yplm44nWBWqyK6BXVJHo2m6MGZICgDIk4eRBdYYZqWjJinO6BhRLpr27qdakQ5O/laKcnzS10WTE7YJydUk4V3sFC4b5/rjc3mZRGuDqiF98WGjWuMMBBy3Z9vaku3LKjU9ZeLQikbVkbRDaeTvP9KgFzyjS9FXiBZdGsTEpC3ciUAgDMY3Cad9N3Ee5Vw3Xsi2VWuzFhkvhzTCzNdb6rhxF1QIxuWdBHuy3cugOLlKTiq/XO+OMrF36lly5aYPn06du3ahUuXLmHQoEHlcdjbjpJoyaO+Y2XCBHf3cp9wnDJxpLxX7UtUEdSWbqfHAKIEIjjfagOcNmi5EvavbOlmTqAwsCQP1RIp1s/TvZzjGGQPZyaI8bFdunTB0aNH8emnn+LSJbG2dKxBcpcrT0u3WRx4CA4OnDHCe4NarcT/10+U6vgKP6W5rsPci6KruT8k91jLu++57im5ubD+sF1cbTQq3gK8yVT04Gj6c8qASLZcMGsBsHMBQm2bcbaWKpFYZKMaUUe+NO7lajxFd1Uj75M1yJ4zz+cktjk1DfaDUngDzyNiWrJPV+zqgGlasuiNxpjfGO/qhmIllSbsnBcvKpZmQRJzgSZ5dbmXl0x0yy7uag8cqtUdOIIifMOK2dIbjSS6Qxo1RNgYMfGxcO2a26QTX0eq1X3V27080HPnffxf15tqOnEXtMiWbrV7+c4F4nO9Tjvxfcv7q/1zvjgCTqQm8+GHH6J27dq4/36xxMfMmTPx7rvvol27dlizZg2aNGnitxxKVUOj0SAqKgpXpZtAWFhYiepClieCIMBms8Fqs0FgDDxjCCkipskGuGJgtCFgNjt4m63IfYiyofSR1RpYwrpCh+IZ7r3OCrCif36MMeTn5+Pq9RuIOr8BmroljB/WhgIhoYCjQLR2G4qOwa2u+I3ptrsm25hT7M927drh119/ddtMI8UKMluuMtdVVks3s1yXjsmB9+VyKT+kcs4DhRZAX4qqBAW3gF/fE1+HGACHFbiUDrQe5nNzWRzkLloM6PVAYSFyl78F2969AAB9jzvhvHoFwuUr4EqQVVgR3QUFgOCE8+65uHXuJprd2CJuYM12uZxV44nD0riXq5Hdy/Pz8yEIQpVKmskYQ868FLC8PISNfhi6Du2VdbK1K6RFCzhOnwYEAaH3DwE0GvFaA9yEaWUmJCsP5DYCAAQB5tS0ai+8mWTpDmnWFI6Tp8CsVjj//BMhzZqB5busmIHA6aVcKCW1dBfIMd1RroU2G+DHXZlwx2VtLr2lW7hxE6H9+yN/jeRdpbJGayTRLfgIQVW8IYo4tzk1DblLUsXwA6sVxgnjfd4/iErC09ItC+7+80XjwbVjQPwAoOGd4nKgRrqal1h0v/LKK1ixYgUAYN++fXjrrbeQmpqKjRs3Ytq0afjiiy/KvZG3k/r1xZqRV33MvlUkjDEUFBTAYLNBsFjAF+SDL0JAO69dA5Ozaev1YIWF4PMs4KuQ1b66IfdRaGhoYJMz5iv+RUQ2L4riAIjKPoz6p1YBcaW4QYXGiBbO/BtAdLOS718NUGL7/IhuJgDMLv6W1GWZFM6eAbSAcOkPJdtmmS3duWKcPXP48WgJqwUY64kZ768fBxp0K/lJDq4WXeLrdgRiE4BDHxUpugEP4Q0gb+UH0CZ0hv3AQXBhYeCjYyBcvlJkPLcninu51Qr0nwfBbkfEidGuDazZ4v9q/gAujXu5mtDQUPA8D0EQkJ+f71bHu7IRrl1TBs7Oi38CKtEthxrY9v8sim4A9pOnXANlz7h0yeMC8BDjKlfVqorcRk2zZnCePQsANUIYyEkX+QgTNE0aw5F5Eo4//kBIs2YQbt4U15l8ePT4oPSJ1CT3crJ0lwom1Vjnw0ufSM1584ZLcPO8Yo02TUsGX1e2dPsQ3ZaiJ2bUv/2CL76E4/ffEXr/EPC1atWI31dQ4GnpFpyupGlfTRCXOW01YoK9KEosui9cuIAWLcRKql999RUeeughTJ48Gb1790a/fv3Ku323HY7jEBsbi7p165Y+PrMcsNvt2LVrFxJ//gW2bzcj/IlJMI593O/212bMVGYMDfffB+umb6HrcxeiF75cUU2ucch9dPfddwdmrXrnYcBu8b1u8FKgWfFhGFqtFpqTiyHGdBdVzdsPYbVE0V1ws+T7VhNcMd1+RLeDA7PZkZGRgaNHj3rtf9UQBzgBWF0u+nL/l1Z0I0/sD8FZxC24TjtRdF87VjrRfe24+L/dQ2I2dFl0F4NpWjJyFy8RPWlCQqBt2VIU3aGh0NSqBQcA3lQC0a1Yul2DaFOBK9GSIrqrOWW1dHMcB6PRiNzcXFgsliolutUxvM6Ll9zWyVbpq8MecG0viW9fA2XPiR/TtOSgSEimbmPhnj2K6DYMGljthYFs6eYiwhESFiqK7nPngb6AI/MkACBEGjcWhyK6SxnTzYWFiROsNhuYn3KHhIjaq0Tw8EgoiVeJbOl2/nEBDmnyLXJ+CoTsbOXa13cTn2G+YrqLdS9X5Qgp3LkL+P13CDdv+Z+4IyoeT0t3/3mudbz0zHNKk2DVfIK9KEosusPDw3Hjxg00btwYW7duxXPPiT9Ig8GAArlUQBCi0WigKSqOugLO73A4oP3zTwgXL0Kv08FgMPjdXpudDefFiwCAUFMkHBcvQvvnxSL3IcqG3EcGQwD1shkDso+LZlSpRiEAMXuj4ACEXCVLa7E4JLESUoq+pbJhqphuj0kLleg+dO4sDly6hJYtW+LUqVNum12q1wYZ5iG4w56tLJMt3aWeqMu/JZ7bWcR1VLc9cG67KLpLgzzRElYbiJMSbl38Rbw2i/DUUJd3gcMB2yExFpcLCwMfI5YNK5GlO1ROpOZ6PpisLpFWU0R3WWO6ASiiu6rFdTvPqUT3pUs+t1GyWAMo2LjJ52Dec6Cfu2gxcpcsAQRWpQU3ADdhkPWfj13LtTrROi8Jg2BwkS8pgpL5Ohx8dBQAwCFNOtiPi5N/2rZtAzqW4hlTWLqSYVxYGDidTrRy26hsWJHIXiWCAEgx9JwxvMReJZoYcZzB8vLARUWBZWcjpEULGPrcBUD8HQsTxgMAnL5KhuUX7dqu/q3IzyDhhjimqdL3hJqEr5JhMnISYCd5npQ4KGzgwIF44okn8MQTT+DkyZMYMmQIAOC3335D06ZNy7t9NQ4hR7Sm8cXUwJUHsoCrFIuQ58eqSlQ89gJXhvK6HV3LoyQX79/WAdvnBXYsOQlbSCks3XIytZps6ZZjuj3Fjkp0C3YHunbt6tNy3ejcAQgcjwN8W6Sni5biMsd0F2SL/1kRrsZyXPfV30p1DqXPQ2OAeneIEz7514CcC353UeJvW4mJ3PT33qNYqrjQUPAx4vXEldC9PCIxBzrrVnGBNQehdtUkkD0P+KH6z3yX1b0cqLrJ1Nwt3Rd9bsNU9ZodJ08WW8/aZcVigEZT5QfX6uSBUN1HCvf8iIipz8A0/bmKrdm9fZ7/hEU7FwT+/AkA2dLNR4RD214MLbBLk3X242IySG2b1oEdrJSWbsVaGhaq5O+gsmFFo2TbX5KqLMv74IMSe5XI7uUAwLKzAQDaFs3dzqFMpmTngBUWKtUyAFXmdMnSbU5NE63wPs8lWdVv1twxTZXEX8kwgES3ihLf+d966y307NkT165dU2p1A8Cvv/6KMWPGlHsDaxosJwdA8ZYkpfwRxyEkLk7cN5dEd5VBXSJMfaOJkVzsMtcDfICeFQ5p8FFa93KgRtfq9lenWy2674iKRGJios+6x01O/gqeCcjQd1eSV5U1plu27jIU0aey6C6rpTs0BtAaXJM/flzM1dYNXffuAABd585KnW3rjh3Qde4sLu/U0ecxfMGHhgKMQyi/A9i5ANx18fMwY33XRs5Sfo9BRFndywGX6LZYqta93qGqy+zpXi7D1BMFkoWtqHrW1x562LW90wmz5KYqb+9vUF4VUMemsuwc2A8frngXeV7jO1OwnOAo0OdPAMglw7jwcOikEne2w4fhvHkLzj//BABo27QJ6FiBZC9XCzYZViDezws2b4EgCXaK6S4e07RkGKdMVt7npqaV+Brl9Hq37PRceDj4+q77u2laMkz//D9ADsu6cMHtHqAuGVbcxJQ88SuQ6K5a+CsZBpDoVlFi9/KoqCgsX77ca3lKSkq5NKgmYl68RExy3aI5BEV0R4nr/LiiybOGXGQkOClBiVDFBmI1GvkGxGuBLCkbtiFajK8GgOaDAo9rKZN7uWzprsGiO6CYbnGb2NhYnFdZ7QDgz8adcM7UHYn5u5CYKA5OZOHkdDpLl0laig8vWnRLyaiyz4nlynQlTHCjFt2A6GJ++QBw6Reg3YPe26vcY82vvS4uunkTfO1aCKtzFCERBxD28NvQ39NfKREDQBzEC073GC4VXGgozAdMCGnXFmHb54BrORQAwHTh4GQdljipZJ8tyGCMlYt7+U1poOnL0p2RkQFBECqldrdT9Ztx+LF0y8828Y2AsLGPi+7jaW8CDgd0vXoqA31zahpsP/3ktn9uahoghYBV9YRqciiF7Gp77YGRgNNZsS7y8vNl+xzAfBFo0B0w/wnsmOtKcFROMDmRWng4QuKbgYuKBMvOQcGXX4rL69cHHx0d0LECqtPtI9meHNNdsO4zcJGRYmXgQhrkB4Lxkb8g7513xTelrH/N14qBUxqDhrRs4ZVsluM46O64A7b0dNx6Zipqf/4ZAPG3rLtTnOS1nzyJ/DWfFvk7IdFdRfFVMkyGRLdCqXycbt26hUWLFmHSpEmYNGkSFi1apAwGiFLA88hbkorYb74FM4sDE85kKnLGT54N5qOilDgYVsVcDms0sqU7rBbQTsrUbM0GrhwWXzfuE/ixyuReLsd01+Dfp1IyzH9Mt2xVKZQGejExLne5c226o6t5PRIt3ynLQlRlvkpl7bZJSdm4IjLYG2sDYXUAsNLV6/YU3XIytj/3+9xc7R6rHtiwggKAcQgL/xnYucBbcBdjNZMnCAtudgT6z4fm1EbxHLdOA3qp9Fg1j+t2Op1K/eqyuJfrpfu+Z7WNjIwMpKenV1oZMbV7uXDlipdbL7PZlJhmOTSh8PsfpJ3F34++Vy8ALqu3cdxYt2NwUVGiSK/iCdUAl+gOHSzVo3c6Sy1mykTfl0SB/es7wIZJt0VwAypLd0Q4OJ6HLiEBAJD3yScAAG27wOK5AZUXXxHZyxW36EWLcXXoMDivX4dwTUzQZRw3FpraYnlNy8cf+z0G4cKy8gPXm1LWv+ZjXM+FkOa+k+ZFv5kKPiYG9sNHcOuppxEx9RmlsgEA2H/NKPa3rZGfTTdqriGhSkKW7oAo8RN6165daNq0KZYuXYpbt27h1q1bWLZsGZo1a4Zdu3bdjjZWe0zTkmF8bhoabNykuIjnr11b5OBCHsjy0VHgIyTRbbEoA7sSUYGxXzUGdXzLAysBjgfApP9wWa8DoSzu5ed3i/99uZfXkL4trk43c/CKVUW2RjZp0kSZqeedDiRavgEEl+VFo9Eo6wMW3erfmfSAYrzkveCvL0rrYu6wibHSgOhhAQCNeov///xJXF8EslVKuHkLLL8AuQdMcLT6m7u7qroOZxGDeLc63X1fApOqnTM+BIhsIm5UzUW3OvY/xFdd9mJIT09HRkYGOnYU3frz8vLwyy+/4I8//sDGjRuRnp6Orl27IlFy7a1IBIvFlZFYowEYw/+z993hcZT31mdmtklbJNmSe+8VbFlUA8ZAEnBISCUJ3Jt2U4EQGxJySa6pl7QPYwfScwMhPSGQBoZAwNgGbPB6ZWzce5Mty2rb28x8f7xl3pmdbdJKlst5Hj/W7s7uzu7OvPOe95zf+amtraZtdKGVJSuhylf7zRwXnmuvBUAWoAGjVlRUxAcqWLsrZq2GJPWYzPQa4rkpO/okOZiF5Mk+MuFmFvPsjp0ASreWA2KQWuGa7sCSxXBdcAEyzZtw/Py5/BjzfeHzhquiJ/Ohswzh5SsQ/+3vAJCEebaYUe6xKi7GOifbk27HuHEY9MTjgMeN5Ev/RuLZZ+Ff/FUj2LOE7AbeE7yjs6z9O4c+xjmluySUTbpvvfVWfOxjH8P+/fvxzDPP4JlnnsG+ffvw8Y9/HLfeemtf7ONZAe/tX0HLu9/Fb0d//JOCK34mpZvV0ui6aXJTMljt168Wmsm3qGKdJQStbORbsGBKdyoKrF9OQtUUlxGuli0j6b839nJmSW7dYr6/D+r6Bip0lmBrtZfT30BXJcBCutva2qDrOmRNg6Y4EPItgqQbk0BJkspPMBdqLKUsPT4Ub+HfYgi1mJcbppZkExIJ8NB8iIbpJMk8mzBKHvLtKlMTOju5aqfPuR2Y8xmyrw+4SiLcgEC6k0ny2YnxE5KWBVJ0cnwGkG5GjO3A+r87HI4eqdGyLCMYDGLfvn2m13zhhRfQ0tKCESNGnBLCDQAqreeW6+p4/b+VULOQK7jdcNNEYwbJ5zNN9JnjQmsnRN45a5bh9lIUNDz15z78NMVhV0/MH1u+At3f/39cvU+99joAktzdUzLTa7xyj/G3ls2/wN4LiEo3ALga55oeLzW5HCivZVjgf76Vc1/st7/ji0DV119f8vuejWCukqoPfRAACaETXQTlHKtimJojD+kGAHfTPPgpV4g9/it0/ffdxuKIqhZ9T2t6+TkMAGiaschfSOnWzgUbln3137NnD+68805Tey1FUXDHHXdgD+29eQ49Qzu11wEoakXjSndtLZnU0kmJ3pO6bmZBO/AqmUg/cSXw5NXGpBo4R77zIV9YzaYnyP/ZhPE9Lk0BYxeQ+w+9Vvp79MZefsGXyf+RI8BL/w1s/AX5/UokTKczOAlK5SrdoVAIwSNkYqxnpRyl+8iRI2hqasIH3liPqa+9gmDgBoS8V5te3xqmVoh0hUIhBL3Xke981T2QUiRB3FHVUvi36KnSzazlnlqDzEuSUdZwsLAriU9sOjqM/rdVHiOYT8uQC2kJxw8bq6rqNgOr7uEBauqsm4FuGsB1BpBuRoytx4DY/72n9dyNjY1oamrC5s2bc2olAeD6U0gusoeItVwZOwYKDfW0hqmx0ie5uhoOKwGTJNuJvnaSTKq19najD28Jk/I+hyUEjoGXgwlhjNU33wQAUNvaekxmeoXVDwJrhGvTlPfZX696CTbvkGmpGwtcZChL6S6DdMds7OPRn/yUd3Q5F6RWBMxV8i4i+EjVJD2cHavl9L+WBaU7n72cwfsfNwNOJ9LBIFfZqz74gZLOD55e3tnRM2fnOVQeGaG09Vx6eUGUTbobGxuxnfZdFLF9+3acf/75FdmpsxVD/23UjBazoplItyRxtVvraYL5gqXAtA+Qvw+uBva/AoymiwB25PscCNiChdV2u5WqMaluM6GaRGv8jr5V+sSHKd09sZezmm5HFfD694B/fgFYff8ZT7gBgwTtpEnbjHTz+le66ioGqbXT1fMJEyaQNPMTJzB57Vo0hf+OjYH3IRTcwF/f2jasEOni9bb0eFE08j5u157Cv8WgyeT/rgPlfXhrPTfD2CvI/wdWF3w6s5erHe1GKFR1tVGuIMnkAlrCMSxVVcE/NwzfqN3ks7ppOUzj54Ch55GNtj1Vwoca2GDEWDwG2G8/dSppl9Sbem72+nYTTdbK7lSA1XM7xo6FYyQj3Walm6cT+3zIbCELECzJWI9EoOt6zkRfpWpldudOeK5/LwBAGTHi1KjFAkzk+f89DK2z05RM7qP9iCFJPABVa2+Hrqo9IjM9BnPQzPuicd/oS3OvVxWAHiHWUqZ0y7W1cEyixMvhgIO2jyoFpZLu8PIVSDxFwrhYCQIAQFHgoO1r9XN9uguCuUpY8jsj3QBNHC+jlzxXup1OOMaNLbitMmRIzjHhvfmmkhammAsLyVTPnJ3nUHkwa7kkA06bnBqFLjafI93lp5fffvvt+OpXv4o9e/bg4osvBgCsX78eP/rRj/Dd734Xmzdv5tued955ldvTMxyxRx/DEGpFc0yfhqr3vjcnnVOEMpYMauzCJnu9UMNhXlvVI1hXqA6/Qf6JhPssIGtlQ0yJffV+QFeBSYuAPStJArX4fTGL+JDZJPG5FLCa7t6kl4s15JJ8VvyGzG4bBKAlk9BicbRSQtTU1ITGDkL0RKVbVclvMo0qM2rbCehZidR0A9CyM/jrM9K9bds2tLS0GO9HCVBjYyOeffZZtLS0mOttr/gf6KvugQRAhwyp0G/Bfr9yleB8pHuc4LTQ1LwLaOLEhkF6+zHgKA1hm3kjUeFXUetqoZpujweQdER2j4b/vqXAWz8GAOhOL1kEaN1M+tqfARCPAXYcNDU1ob6+Hjt37uxVcjl7fZFge71exGIxhEIhyLJ8Sizm6gGDdDPHVY69nPbh1RNxpNetI+T0i1/AsclkMSL8/x5GzV1fN13rUqvJwpBr/nwEbr8dyWefgxaP8Uk5YH9tFBFe9gggy7bb5esMUgrY6/H0dYCXg2UPHABACIxcX0++E02D1t4OZciQ/qtH11RyvR4+jwSpAWQcedd3jccr9VZ8UcWwlroa5yK7Zw8ckybm5mkUAm8Zlj/3hC1yeBZdh+TK5yHX1UENh8l3rapIbyXlOHr6nJ21FOhxurBaVV1ky/xgQWqO8eMhlZBb4Tp/DrK0h7tj4kS4KJ/g50eehSmpuhrwuIFkinTX8JbZ1eMcKg8xRM3GiXVO6TZQNulmvbjvuusu28ckSYKu65AkiU9gz6EwwstXIPbIcnQ0NmJQKAS5psZ0UQdyJxe+z38O7svm81oppnTr0V4kmDP1S1IIcWRY/QCpBTtHuPNjwVLg1fvI9yYpwJhLCekedbF5O0acB03K22IpBz2xl6+6jxCq+d+gdwjqmK4BTywEPrOq9Nc7TdHY2IjwI8ux68oF2B0idcycAD//JACWXk4meKxsxuVyQVdVkoirSdA1EOI94+f8tZm9XNd1E9FOJBIm0pVTb/vvb4JdliRoRHHKd155asn/lSLdQ88jieGpMHB8EzBinu3TJZ+PKJFUxffPDUN+4yGyWHRiCwmhExebgLyfQaqqQiRUA7mhHn4AyNCFQbff+HxDz5wFWpEYMyK8d+9eAL1rFwYAzz77rOl2dXU1YrEY6uvrTWS8P1uHMaVbGTcWUMlEOdtyzLSNHifXJe1kOyenuq5zQhr9waOQnE7TdY4Ruer3vw+OCeMBSYLe1U2sqUBparFNaynA3Be8pwgsWcxfG8K+c2dIVRUkRYE8aBA0mq6tDBnS4/crG+z6sulJ4z42jlSyXZiuc6Vb9hkEyL1wIeJ/fgruSy4p6/V4kFqBPt3MFi0PGoTkyuehHjzIj6u2Gz+G9OtvkO3O2ctLAlOM5eoC3TSKwD1/PhwTJqD64x8rafvah7+PzI7tyGx6G9U332QqmylYWilJUOoGQT12jJSe0ByJcziFKBSiBpwj3QLKJt379+/vi/04u6Fp8N6xBAeOHeOkGyi84icpClyzZhm3mb2c9sssG6sfBMKkzhTzPg8EfyrsX7bk+s2zFqsfNELSdBXY8y/yt9U9wEh3WenlPQhSY7XmAPntrIPdwVcLk70zBLquY/Krq7HrsvmALEOSJIMA0/Ryzaam2+VyQevsJK1+AOgZCZJbJ/2yKRjpHjNmDOrq6hAMBtHS0oLjx4/zbSRJMtfbrn4QeJ0oTWpMRnbwtXAXIq2MlKYjgJoFlBKH7HykW1aAMZcBu1eSuu58pFuSIA+qg9ZKW1M5ZLLodnwTJd0J8z4XUM2kKjqJTiTIWMa+Q6ev54sKAxgbNxohdZqmIRQKoYqGyfWGdIdCIR6aNmLECASDQbS1tQEAEokE5s2bh6NHj+LYsWP92qubke70m2+h6ob3AwDUFkPpDi9fgQxVHpWxY/l1TZIkSF4v9EgE3v/6bM51Tq6phQpArh8MqaoKypjRUA8eQnb3npLVYuvitX/xVxFZ8YOKtB0z2V8zGRICt2Qx9AQZr1mAoNzQAO3kSahtJ+DEDJtX6mPEhPZyfXCe6fE4D8KS/Maku+p918MxciQc06aW9Xql9Olm7oSTN5EFGMeMGfy3bPjzn9C68Gpkd+1C4sUXjUWac8gLnttR3XOl2zFyBIauLVy2JEKSJAz6yY+RXPUqvDT7oFTIgwcT0n0uwXxgoFC7MOAc6RZQNukeO7ZwrcY5lI/AnXcgk8nA8dXFAMBJN1DcPscgl6p0MwVUnOCz2i+G4E/JBHvnP4AWqp6w+s0znKT1COz7848AIi3A4KnAIVr7al35c9CV5L5uGWZVIQGzg4EF6ojbnonIZrH78suMoEFdRygUIsRb6NONdBq6rptJtxAGpWclwK0DmRivzxZruhsbG9HZ2ckVTf488f3YcTL9I8D2vyAbdiA96Qa4p12c/7fwGGMBUmGg2kKi8yFBJyNVdbmPjb3CIN2XLMn7EnKdQbqju0YisGAp8NtF5MGMUEtXLL2cK1dJIJvg6eVwnXmkOxQKmUj32LFjEQwGMWrUKAA9r+lmteHWtmBM3Y7FYkgkEpxw95fNXM9moR4hBDv+pz9DolZPFqTGbcDXXAMgt18zI916Op1j82bpxIkX/42qa6+FY9JkqAcPIbN7N9yXlq6emqzgyx4BdL0ihJur3ACqb7qJ33ZfeCH5bJR0K0MakN2+HeqJth6/X68gku6WPF0LVj9I7ej3lf3yTOWGLPPPDBBS5ZpX/nHI+3SXEKTGiLm7ybx46Jw1C9ldu3L6xZ+DPSpBunsCx5gx8H3qk2U/71yC+QDDOaW7ZJTfuwTAzp07cdttt+Hqq6/G1Vdfjdtuuw07d+6s9L6ddVDYwCeGgpQIFmCiFUsvt0vb1lRg5IXGbVbDzQg3M8P2QerpaQ+xV7FM17DcAWDYHPL3kTfN25erdKtZgyiXm16+YCkw7krjtq4at90Bss8VrOsbiAht3IhdC69EVSchodXV1UbQlUC69VTK1PrL5XJBbTMmq3qWDpXpGA9MC4fDAEh6ua7r6Ow0r7o7nU5zsBarsRxGrNTZsIMQUhbGZ/dbKE7ASS2b5RDTfEo3YAQk5puAU8h1xnOZWs2PW5F0FwGfiGez0GPkO9IhkcAVgXQXa8UUXvZIye95KsCIsZhl0tDQgKamJhyh/Zp7qnQzu7hIplmwGsO2bdv6vVe3dqKNuEEcDvjvvAOxx0nXBj0cRvd3v8cVZdclFwEApGpz/aVMldH4b36b89urx47Rbci1zTmFhApmd+8uez+rb7yR/KHrJit4T8AIt+8rtxmv/+EP8lrz2B//CMA4Z+QGYinX2k4V6Rbet3NP7jW8l+0jWb2+5PfbJuuXC8ldWp9uAHDRc02y1PVKtD2kR+wIcw55ocWFsMzTADzBvKPjFO/JOQAwWuTaJZcD50i3gLJJ99NPP41Zs2Zh48aNOP/883H++ecjFAph1qxZePrpp/tiH88aOOJxuEck4fSVP5CwMImiLcPs0rZlhaRpA4CftNrAqnuABUwl1YHL7iaEza6ft4izraUYI1JX/I+hKERagLoJ5G/ZMskum3QLE4+eBKl9ehUJTmP7cjnta3poLT0W7iv/NU8ThEIhbNy8GVNWvQonrQ+UJMkgwvExAAzSzVRuWZbhcDigthqkW8vQyWQmxslOB73gJ48exerPf4HfZmAKOH+/mveT77yDqOFqxMFV4IK/BVO7K0W6B1O7Z/gIkMl/HPIwNQgBO6y/fE9INwA9TAiAKrvJcSkq3cVaMfWgv3V/ghHj6UJLrIMHD6KxsRFDhw4FYJBuRtBLRT4y3djYyImOqXSin6DSUgplyBAE7lhiqpGOPvZDo347RmtGfRZyRG9XffADiDy8DF3f/Bay+/eTXtd0ESxAX5P1/s3uLr81afd99xs3qBW8x6D1xL5Pf4rfpaczPHlZZy0KBaUbANQTJ3Jfqz8gKt1Vg41rv66bF4176HjSaUlbpQKtpBKC1Bg0elzlkG6WjH+uprskGEp3z2u6+xPs2qSdI90DA5Wyl6+6Ly+3kNc+hKnH/tCz/RtAKHsWc9ddd+Huu+/GunXr8Mgjj+CRRx7BG2+8gW9+85u24WrnUDqcyQgGX3sS1fH/K7uliBGkVkJ6uUi876fK9wTSpxHjFhhEcuH9xqT4vP8gBE5MMq/wivlpiYX3ke8zHTWIdKyVWIEBYJYlVIST7hLTmrMC6e5JyzBWa664SG/lA6uJzbz7ENB1qPzXO42gaRoap07F5DVrkaET4EQigblz56KpqQmaau7TzUi3m076uDLlchF7OcDrkRsbG1FNVYG3Dx3GrgsvAEAI+yc/adjlNm7cyIm3xs7pTkK6udJdDD2xYBci3d4GenHUga78GR2sbRhA+isD6JHSDZeLJ5oypTsr08md8NnEdjHd3/0edE0zBV71W+pzD8GIseiYaGtrQygUQh39Lp1Op7mFXC8RCoV4CzFWytCf4Gr0MNJ7PbBksZFe63AY4WL0umQlR6yvs+eqq+C7/SuIPflrtF52BaI/eJRs4HYj8rOfI7x8BZyTiNKd2WMo3aU4IMLLVyC5ciW/XfXBD/aq7RhvsySSQjp2BJYshueaq8lnZaS7gZDuU6Z0x4X3lR3CtV+uSEcS1qaUue16C16OUoq9nAb05Si0tIzjHOkuDaxlmFxdmYWTvsY50j3AULK9vEi5h50TFwBWPwhlzf3QpYG98F4Kyv4Ex44dM00qGf7jP/4Dx44ds3nGOZQKd7YbkgJIeqJ0UkbBg9RiJaaXL1gKQCKETFKAuvHk/rqJBpEEAB+ZTCF63HgeI9+r7iErU8lwRVbMT2uIaoKWBTopmbEOQs4ya7rZdpJceogWg/ibLE2R/9f+L+AjqhsOvVbe651maGpqwpzx5LjOUKunpmlIp9OECGvrATDSnUaKTvJY3S1TppQRIwzSnTHOr/r6evJ8wVE5ZcoUvPPOO/z2xo0beU03twJ3CKS76hSQbkkCBtP+3x35VUNlkEG6uVrNAtTKGJ8kSeLP16Nkv7JKLukGCGnx/tdnEX3sh2gZO/60IdwiRNLt9XoRDAbR2toKADhx4oRtbXZPwMj7xImk362pdKKfwJXu4cMB0HAx1kc8m+XEliuSFnLElG49GkX1hz9kPEC7CCiDB0NSFEQeXobESy+R1zreCi0cLskBwbaRamv5fZ4FV5h6Aac2BNFxy618AaFUiKRbzxjkTkwvBwC5gYwTA6KmO9llXPsBcu3v5fWaK92+PBPucsH7dBe/RrL+71aVnbcoO0e6S8KpqunuKZRzpHtgoVJKt50Tl85j1Svuxa5hpSXjD2SUTbqvvPJKrF27Nuf+1157DZdffnlFdupshSMrqNTlKEkQgtRYqEkxrH4QvI2UrgJ7/03+HjQRejKJ2O//QCZUVtLNwE6O1fcD360hJ4lYP2z3fmey7TxmsQ4yBbG36eW8XViZ1nK7RRD2m0VoQBgrKTiDoafT0CQJWbfhEkgkzBZpPSsDgtLNSLdGSbdj9OgcpRswSLeIbDZrIj3nn3++oXADQDoORMnkXg0rpSkLlSbdAGlZBxQk3SZ7ObMd9sBeDgiknSvd9Hhmny0T46vgPGxL0wCXa8AS7nwEVyTdiqKgqamJ1/sfPny4ooS7qakJs2fPBmApnegn4s2IqjJsGCe47oULAQCOSRM5sWWKJLtOMbC+zloshuhPfy68MMk3kOsHcwdE9LEfcqW8+38fKm1BRtPg+/KXoHd1GXd1d/PXhKYh9n+/ROLv/0D8738v67Mzcg2Y+0Fz0u1hSvcprOnWdXNNt5oCXrkXpmt/L3NadF7TXSmlu3h6OX9vbi+3LOacU7rLgn6a1nRr7edI94BAMaWblVmWUtO9YCmw4D6zE3fhA9BYaeRpjpKks3/84x/87/e///34xje+gY0bN+Ji2sx+/fr1eOqpp3D//ffne4lzKAHOrDCRzZSrdJPJiFZKn25GyDy1tJbSAXTtI4/VTUT8qb+g67/vRvXHP4a6S/KQbgA4/5NG6rLsBMZfZZ/CLBLAMxVW0s3ah1lX/sol3T1JLgeMEgGrirFgKXB0A7DrnwUJ1xmDVBpZi4U7Ho+jtrbWnF5uQ7q50j16FPQWuj5Jle5QKIRQKITp06dj+7Zt3FK7Z88eNDU1obm5GaqqYubMmfCJRKOTnGdaRoGWkkubqJ4q0l1no3SL9nJdN6zERcAto/Eu8jKMdLuFdPZkN+CtR/ypvxj3pdO8FROzZNsR1lAo1K+9qQHwQD0Apn0SQ0Xj8bht3+7eQgxWi1LrNiudYI/3B5jSnd2zG6nVa+D/2p1wX3IxUqtWQU8kuaLsmEgyLnLs5fS6lfz3y0ivX2884HAA2Sy3Lltbf8V/9/uChDu87BFAlhG4844cMp144V+EeNO09LYPf4R+ltayPrvJXp6xId1M6WY13SdPAelOx3JdKWseIIvB6Sgwen6vu1hovHSgQqSb13QXJ90as5fnUbrPpZeXhtOlppud1+6LSTCjqHSHl68ANC2nC8I5wL5rEUMvOhdwVLpl2KyPAavvM0ojFyw1jbGnM0oi3R/4wAdy7vvxj3+MH//4x6b7br31VnzpS1+qyI6djXCoIukuV+kmB3tRpVskwOt/QO7TssbjO/+B9BYykVaPHDWU7pjNhOT5rxp/a/SEYNYQgJwoZ4vt3Eq6GfIp3aUuqvAe3WWS7kID6MVfpaS7/BTg0w16OsXruRkMpZv8r6sS1P370b7iB8D558Gp69DTad72yDFqFPRDhtJtbd8kvfwKto0YbnoPRVGgqiqy2azpfl7PHXECkEqbqJZLujXN2NZj0zIM6IHSTRUQ8bjNJo1yiSLgpD1B9ktV6HmgOAwCkOxC+Oe/RXo9SfyXamrg+/znONGSF1xhS3LF36M/wfYhGAwim82isbERmzdvxv79Rp18NpvFhg0b+G3Wt7u3xFv8rKwHuKZpSKVS/RqmxpRuyevlJFijqf7q0aM8bCz2xz/R7az2cnL8p9evh+e6a5F8/gXyAD1v1P37+aJLYMliRJavICq4JBVWuGkoHwBo1NoPSQJ0Hel16+Ceb6RaM7WsXCWa9eMGzOSOkXFWOsJquvWubuiplNESqz/A6rkdVWQCq6aAC28DNvyE3D/0PGDSe3pFvNmcQ66U0l1Oy7BYnlpkRrpT55TuUqCdLvZyel5rn/k0AEClLcPE7I9zsAGrlQb6RhBj6eWVahn2+veMv1m74kv/u+f7N4BQEunur1Xzsxm6psGhCxeZckk3W01vy0P+GJgCqmWBpLnFEWQn4KyCq+vPUBq7kezsBHxzyGNWpXv1g8BOQUGY8VHj5GXE+9X7yIX+TCfcQH7Sna9Pt5oqTSnsqb28EBjh6txPWpKVWyt+GkFPp5G21E3n2sslaJ0nkaQXcO3fL+PEw49APXIEcDrhmDIZ6hqjpls7uhFNsRfQOGgqfw8AkFUVmqLg6NGjcDgcSKfThHSLq8ysnruLKOfKzp8Bh6sLL5Iw0p3qLu1Dp7rB7aN2fbqBEkl3AaUbIN9fuaQ7SdusycJv4qkF0lFEH/8xIiuegjxsGLTjx6FHo/AvJgt7kYeXYRIACMR77ty5aG5urliNdE/Q2NgIVVXR3NyMTZs2AQBGjRrFW4QBQHNzMwCics+dO9d24aA3UBQFbrcbqVQK8XgcnlLC+SoEpnT7PvdfcF9E1Cc5EIAydgzpqb11GwJLFiP5739DO3Ikt2UYVSids2bBfeGFBummcF1wAQ8VbfvIjdx2Dl1H5zf+G3Xf+y6AXJVLVMbZ4pEyYgTUo0fhmD7NRNi1kyfJZ2ktcu20wFTTnc5f0y3V1gJOJ5DJQD15Eo6RI8t6n16BXZe8DcRJoqZIaOpbPyT3p6PGtbmH7SO50u2rtNKdhK7rBduQsZrufPZyZM6R7lLAgtQGOum2Ol707m6Elz2CyCPLT7vsj34FO8dX3UNzHe4B3ny0coIYs5dXomXY6geBTb8ybl/+LWDVPZBVFcDc3uzlgMCZO9s+zaBHopAdwkWvzCA1hbakKWqRY5P7V+4xLNAM9VOhSwq8I3Yg3BKA1tlpX9PNVsccHmMSPuFqYOhs4ySWZCOk7Uwn3IBAuiVwwgPkV7oBYh13Fpkgs++3J8nl+RAYTV5PTQHhw0aI3hkIPZVGxmMmhvE4tUazhS23D4qvDvLllwEAlK4uZHfvhjx4MGof+l8oo8cgkzGU7qboc0D334FD8xDq8GP7uLGYsupVTNm8Gcd/82sEg0HDoq6q5lVmeh6pYQX+uWHIG/5f8VXmcpVuZi13evM7JBjp7joAZNOAw5WzidleXk0m5Zpg8crEAQwuaZd4SnuSXJx5ejlAPl/4CCQtDv/X7kTsl4+T+1UVSCaNiZSmmdRlRl5PFeFmmDx5solYDxkyxES6R4wYgZaWFvj9fsybNw+SJFWceFdXV3PSPUhwKPQldF2HeowGqdH0cgbnzJlQDx5CeutWuC+bz+t+c1qG0T7djnHjoAl11wyea98N/5e+hPDyFUivW0e2nT4d2e3bEf/t7/j72qlcgSWLoafTiD76GACivANG6BsA6KrK37dspdsmvRwwSLfMSLckQWlogNrSQnIi+pV0089U3UBKTY5vAk5uNx5nClUvrtEsmd5ar99T8LFC14ml1JU7NjFosTz28nMtw8oCr42vGtikG6DEW9cRWfYI+f8c4S4NC5aSTJnXvwusWw5AL49wF7Kon6DhsaXYywuJTYxbTLgG2Edzpi66HXC4oay6B1OGfwLAotL2d4CipCC1Rx99FMkSeiYy/PSnP0Wk1ECvcwAA6OFuyC6BrJWpdDPSrXd1ldTfEhfcknufmoX06r0IBwOINAdIvYxIulkPPU0F5n3BrHpte9pQ0fe/YhD6CgS1nBZgpJulQjPkq+kGSqvrZjXd5drLC0GWjT7iZ3pddzrNk8sZEokE/V7J+TZ09WsY+uY6gAZSeefMge+WL2PomldR9b7rIbld5vTy8GEAQKjViWAwiGnvbMXkNWuhJ5I8pZzVh6uqak7k3PMiAMBRm0GgKQz9yvuLX/R6Srrz1XMD5Lx2VpPztOuA7SbmPt2e3JKIMnIneEo7XRHn6eUA/3ze66+B778+Sxb7KNikOrBkMVcxRaJaqRrp3mDLli38b03TTIQbAG8NFggEACC3hVwFwNrXxePlXTd6A62zi1uA2fWHwTlzJgAg885WAKIiaSFHXpZFEkFy1as576EMrufWUdell8D/tTuR3U5Jo8OByMPLCgaqef/jZuOGw2HsN/8MnTxtvdw+2qYgtTw13eFljyC8fIXgRDOIfSntznoNrnQPMcaRkzuMxxnp7gUq3jJMsN8XC1PjtcjWHuHu08Nezo4P28f64/gAWTxj36M8wGu6GQJ3LDFuOJ3nCHepmPlR+oeeXxDLF3pcoJ0Xug+Sv4vZy6EXdtQwDjF4qnFfNgksWAr1inshWYXC0xAlke4lS5aURaLvuusutJ2qnpSnKbTubkhO4YAqN0itpgagqZ8lTR5YH2lRQW3fgczYzyDSTCaHejIJzUGDjqLHjZNOVohaKmLfS0Z/7gOvGo+Putj+RD3TwCY3Q8837pOduQqiQmp5AZTmZugLezlQkr34TICeSSPjsSHdwqKW5B8ESVE4UQ5cczVqvvVNyLTNkOR2k4RzgAQTdRPSrWkqmpqaMOUtWrObSkFXVVMPb17TzYh3J/m+q8YlEd5SD+nKe4p/iL4g3ZKU9xhgE0HJ5yO2WNA+3dZFojIWBo2WY4R8qVZ7OQAku5A9ZO4dz1Q0EUwlBowa6VOFUCiE7dsN5XDmzJk4YRl/WbswRroBmFvIVQBeSjpipbaMrAA01qN70KCcfvOcdG8lCohRM2oNUqNdN6IxTrBEAiXXD0bq9TcAAO5LLzVSxwFe9+269JK8k+6omDtDtxcVdY2WlACAHg6biHQxlGQvpzWoepjMnzTaNqyUdmdFseo+yGsfsn+MTZxZTbe3wZ50Z4ofL6l165DZsSPv433VMgwoTLr1dJo7DGRrKzpuLx/g4Uv0+LAS74ocH6UineZlGwPdXs5g+r4ymbwLF+dgQfAnxt+6Cjx5tfnxXy005vh2GHclefyVe8hiJVOm2VyjmNINFLaYs3bFkaPGfXTeoV3+Lewc/on8zz1NUJK9XNd1XH311XA4SnOjJ8q4cJ0Dgd7dO6VbkiQoQ4ZCPXQIamsrHGPGFH4Cqw/1DoEePgoJGnRJQTJ5IYCX+GZaxkNWZmJtwGV3kztX3QPUjCV/u/wkuXBEk/HYwgeALb8nt4fMBiYv6nVC6oAHI93D5gDbniJ/2636SRKpg83ES1S6+8BeDpw9pDud5kFqVVVVSCQSZtItO+lCCHLSyxkklws6s5cn2vlEtsl3BGhsxDGBGOrJJAmV8vsRj8eJ0s2wYCk/D3QViB0YB4OGFUBfkG6AHAOtm3OPASGESq6rg3biBKSqKkR++hhMR3Q5pJuRMqqs5dR0A0CyC+qxg6bnWbsxsNR4hlGjRlXcql0qxD7Ze/eSWv1JkyahpaWFtwgDjBZiNTU1tq9TCZwKpdvao1uEaxYh3dk9e6EnEoIF2aJ0s64bsSiUoUOQ3bmTq+IAkPjXi0ivW2dSsgNLFiPyyHJS6y3LaHjqz7b7F16+ArFf/Zrs47hx8Cy8ErEnfsUXC4DclkNqW1vxaydFKenl1hpUta3NFPrUK4VOVuwtl2I4kqh0S5TAlaF0q21tOPnxmyAHAhi2cYNBZgWw4LyKKd2SRIh3KlWYdAvHeq69nLUMKx7GdiphPT4CSxZX7vgoEabv8TQg3ez7kWpqoHd3o/qmT5i+v3PIg9UPAqH/M26PuoS4Up+8GvjUy+TxA6/mfy4bU+qnAWseBNZ+m0xkFj4AvPUjsl1RpRvmErV8YG1tAUN4OkNQEou+9957y3rRG264od/qys4UaOEwZJPSXf7kSRlKSLdWSusTqnTr2SQh3CogKSocB35t3q+kbNRnx9sIcUh2A+vIIMdbBdRNNLepepPU0SGb6HVQy2kBTroFpTtfqITDUwbp7iOlm9ngz3TSnTLs5bW1tUgkEoSYsPPLaUwyUnSCZyXdcLm5vVxv3wVejZRJQNd1HiQE0AmM18sXKE3p5YLbQ1IA/8yTpX2IviTdQM4xYAqhqic126k31iHz5kr4PyZs2BOlm7ZFzCp5lO6DZtKtx4zvlpHc6dOnc3V58ODBGDZs2Ckh3qxtl9/v56Q7lUrB7/ejs7MTLpeLL+QAZqW70jglpJsp3ZZ6bnafPGgQtI4OpDdvNpS0nJZhtOtGNAbNQRa/PNe/F8lnnwMAxH/z2xzywULTAACaxtPNRbCJedWHPojEM3+FHPDD/5XbEHviV9CTSYQfWY7AHUtMSjcAqCfKIN0l2MsBcj6lXnsd6fXr+WJBRQjVgqVQVRXT19wPde0U4Kr7cruFPPNJsm11g9GlRBxHipHu1hOkdVtHB1Lr1sGzYEHONmzhQh5UWr5DKZDcbuiplCkhPud9Y2wMd+YuBvA+3QNc6YZ5vK3o8VEiNNqjG04nr4UfqBAXJBLPrUS2uxtV77seyogROcSbtw20+R7PuvZibFyYfTOw5XfkvuseBf79DUK871eM0GOAbLvvZeDK+4CDq0koMhtTfkqvsYQ0kPteo2njTOm2tiFThOOqlDC1cK7SfaagT0j3OZQPvTsMySko3WUGqQFCmFprCaQ7SZRuKd7Ga7j9jREE5q2Df26AW8y1rjBJ3M7EiMXcP9wcwMYIebLLOMF03Zj4s4n5mapwA2RwiVMCNfQ84/58VptyenWrfVDTDRiEq/0MbxuWNoLUamtrcezYMSQSCejpGCHPAunOq3QLNd1SWKjXzSZITavNhFtRiD2LK93sokcRafbBP/cAub/iNd1UZc2XXM5QwO1gVWCSL72EmiWfBKL/z9ioJ0q3Sr6fnCA1AEh0IHvQ3GJNF5RuRnLr6+s56Y7H41i4cCF/vD/B7OHbtm3j96VSKa5sNzQ04OhRY/JwxpHuAkq3JElwzpqJ1Jq1SLPyC+QqaVzpFsrX/F/8IkkxV1XA5coh3JGHl8Hz7nch+eJLcEycYK9yUeLiGD8OiWf+Csnnhyw4DZhKrVpIt1ZGXXd+ezlrGWYc41XvXUT6kGtazmfqDbTLv4Xdu3Zi2pr7gde+TVSkcVcaG4jp5XZziiKkm6VaA0DyxZfykG7yHSqDK0i6PR7o4XDBtmE679Gdq85KLjrJP02C1AJLFpNgME0DFKVfFdvTJbkcgGlBIkUzIPR43BS2ySE4tuzGkLOqvRgTxOqnG6Q70Q588t/A/bK5HzZAFO/9rwBPkmsrrriHPPbKvcDxZuN1dRX41VVGmYrLZ9+GTJIA2UEW/oqRbk01BzefYaS7HwpGzqEUaN3dkF29U7rlckj35t+SbTGYE+xIyI9wMIBAUxiBywhZ0Do6DPK4bjkQ7zDajTDCDZgJQbKbnIxA2bXppyXi7fR7kADfcKC6ntxfSOkGSvtu+tpe3rn3jHYg6GmjpruW1mhrmoZ0gkw2g1Xv4nZlRrrdtKaQKauSywUtY5O2mUnwoC/+fpR0m5RudhG6/Jt8u3BzDWJts0rLO+Atw8Kl/Va9VLoZAksW8/ApOJ3wffzD5g3KWBjk7ZPsSDcrVencB/Wg1V5ukAKWUi6WL7G/K10jXQ4ywqJLKpXix5FoJ5ckCX5/hWpebXAqlW5l2FDbx1ldd+qttwCQY0BSzLWCrE+9HovxWuv43/7OCTfSaV6vKU6Wqz/yEQCAXDcI/q/dmVMXG7jzDpJeTmup5YAfksfDj0MWsKZ1WOzlPSTddunlkhDgmHr9dfqBJdNnqgQ6vDR0SMuQifP4q4xxhdd0DwGOvJn75GKkWxjfki++BF3XzY+rKg8+lAdXzt3I24ZZSLfacgwnb/w4Ei+8wPctp0c3AMlFn3+akO7w8hU80A+q2q81yjyMTlgkGqhg5zVgLLaw5HUxbJPdto4N/W3dHzBgtdIigY2fBF7+lnGb9cMGiN1cxObfAC//D7DG0mmlZixwYJVx+60f5m9DVmrbsGirwR+AM450n2sZNkCgd3eble4ekFU2+SnaNgzgpD59nJAJ17x5SG/cSAi4osAxfiiAk+SCOux8YO9xcuIdeo1c3J0+IBMFhjcCx0LmiXuiPed9zmgwNcHhAV77DiHe8ZPm+hbRbsN6dZ9Ke3lgNKlnVtPEylNbmqXydIOeTnF7eXV1Nbf8xmMRuAHIssKtyaLSzQh3U1MT4HBAV23WJ7MJ6JaASVulm60yz/0vYO23oUMCVCCZuhjehTcWJ9JuoRY4FS6uYJdKuusmkv+7DvD6WBHh5StI+BQlP7E//Aam6W1P7OVaEpABVbSXD55C/m/fieyhEWR7Wq+n2wSD2ZHuUwkr6bar4fb5fPyY6AuIpLtYb+NKgSvdI3KVbgBw0rru9AZyfuUkTEOo8c5kuEU79stf8kkxD5QCzCrXG6R9mNbVZa9yUTAFXaYLHlJNDfREghD8MWN4j26+fTmku0R7eXj5CiRf+BcAwHXxRXDPn1/RGtTxbSuNG2xCy7oluKm7Yuc/gD3P5z45E7c99/lniRufUW1pQeadd+CiXR4AIhYwsihXsKTQIN3ma2Ti2WfJAoYsw/+V28i2NscVt5efBn26Tcc4AOe8xn6tUTaSy08DpVsAU+b1AguNgSWLoR4/Tqz7K34AZLNnH+EWIS6Ub/49sEcYO2bcaHLjmdC1H7ALbew+CATGAGEagLrmwfxtyBQXGW+KkW4xRA0440j3OaV7gEDv7oZsIt09q+kGAK0UpXvMfLJtZwJwu1G7/BHeOy+ZuBAp17vp40Kv7pqx5OQDCOFe+ABwwxPkdqLdWCVLCOpBD2zypx0Y6Xb5yKDFFkzE+hYxEbKYvZy1ZhO3YfbyfO0cyoXiODvahgl9ut1uN6roRDhBrYmNjm1oampCMBjkVvDt27dzwt3Y2AhJkqBLNk6DTCIn6ItNUk2km60yMwuW5AYgEZVvwVKjLCMfHC7DBl+KxbxU0u0fQdwqWkboM08gKgIj9+8lNXR/+ZP5+T2wl0s6WUQyBanVE6VO7zoI9Tix7ztnzCD32aSXi0S7P5XdfLCSbrZPIulm1nK2mFNpMNKtqqppf/oShtKdW9MNGEo3W5iytQHb9Hb2C2qWqFaJ9ZmsswBTx60qFwMj3RL9/uU68/OMemRyrqhldF0x28vztAxjteUf/AB/jp0C11PIax/C8DC170sKcOX9xsR54QNGl5KNPwdm5Un+LXAeWwlN8sWXTLeZtVyqqel1PbDYPsuqdLP2Wdl9+wAAatsJoUd3AXv5QG8Zxo6PjxguIsfYsRU7PkoBu2adFvZyAawTgug2s7Zg03UdmW20u0Q22+/W/QEHcc65ZyUw97PG7dEXG4t1q+4h4wlgBDCKYM7L8/4T+Phfhftd+cvlSlW6w+dI9zn0A7TuMKRS7OWaRuwXNiirpptejLWMBM+CK+CcOAHuSy8FADimToVcVwd/YzecnX83SLeYKCgpRKFjqpukGEEtcVHpPotId8MMU1uonPoWNhgVI91iP0RW0624c8l7b3EWJJjrQp/uffv2cXKSYAE9TkLChwwZwp+zadMmTrg57Eh3Nsnb5fD3s7OXM1Arp67TNlzlpP2WU9ddKulWHMSVAQDdRqsuOwteYMliVH/4/ebn90DplkAuuCbS7R0CuGsgQYfDmwI8bjgmjAeAHPs+YCbdyWSypFruYDCYt7VYb4mwlXSzxZvDhw/z+wOBAH8fuQ/aADkcDjgp6emvhQjmqLKr6QYAx4QJplZisjf3eJcUxWxr9bjNPXhhEG9RyRZJt9XyLIIRftaazHgeyTRhNd3O6dPJ/Sd6RrohKKompZuq89U33mh6zO4zlY3VD0JZcz+6qujiqa4CF95qTJw1YexRXEDTF+1fp4DFnJ9/dDxL/utF8+P0+6uIyi22z2KkO5k0tc/K7iOL/tqJNqOm29ZezpTuAR6kRo8P57Rpxl3t7ZU5PkoEt5efJj26GWSvjdJtacGWeu11ZMRxv5+t+wMO4nx85IXAxHcbt8X5/ej5hsVb1yzEWzLmpWMvJ+5Ofn86f7lcqaT7DFe6y7aXr1q1igfXnEPloHd3Q64rIUjtlW8Br30X+M8XgYnvMj0kM3t5KRY5GqSmp2V43kNOPP+Sr0I9dgzej92I9DvvQNclVMmvAq104sSi/iWZnJCH1gKX0jAKXQUu+2/y99lgL191HyG/C5aa27IsWAo0P04su1t+b7RUEFf/OOnO8xuzbVfdA4y5jPx9fBPpsZjPutMTnC2ku4aoXDt27EBdHVkkitMJc0ifi2AwiFmzZvH+yrIs56Zgi3ZohmwCWsQ8Yc0bpAaQHt8wSLetLTIfPLXkolhJ0g0ANaPJRS58GMCF5L486bnV110DPP24cUdPSLdESbciTPAkiVjMWzbAUZMFGsYa/ZuLkG5d15FMJvliSj7IsmybcG4qI+ghRNKdSCQ4Cdy6dSsURYGqqohEIti+fXvuYk4FwIh8dXU1uru7EY/HeX5BKBTiAXSVhBaPQ+8m15B8SrekKHBMn45MMwneyXe8Sz6fcd7keS3rscgUa2Sz0KNRSHnq5bUwU7rJ44x060zp7iDXKse0aUi9/jrUEyUsWFPY2ct1XTe3DKPqe4pa7EWi3mvFTVOhXnEv0s1/M+6LtRnXhz3/Mu5X08BWobWaw0OCjdLRgqSbhWy551+K1Oo1yGzdCi0Wg0x/S+YUUCpAusXwRmX0aABA/K9/Q/LZ5/h4dPx3ZIzSOjr4wolso3SDtwwb2Eo3Oz46vvJVfh/7Tvsvvfw0ClITYGcvtwaAxv9kHPOS1wvfl790drcXEwls7XizgBdpAZxeMsecvAj4Ob1m8NTyuWQeCt3Ic9r8O5JuDhDVvHZs/vbAJZPuFvPts510X3vttRg1ahQ+85nP4FOf+hRG08HxHHoHLdxVmtK942/k/7btOaSbKd16OAwtHi9co8OU7rQE93iiKrkvuQRD15ITKHv0KLqaA1DGj4MXLxjPc9cCqS4S1rL/FRKuJiaYO6vMSveZai9najRg1F17h5BVvq4DACRCuO3sNs4SarpF4g0AR9ZVlnADQB353cn+nplQU2moVPWYM2cONm3aBABIJDMI+RYhmJmGpqYmxARyp2kaQqGQiRzpsg3pziRMLa2AXNJtUrqpvVzXyGOyjbU2L1hdd6VJd2A0gPVAt6DK5mujYnWtlGUvd4NcrMn3ocoWVaV+KiXdGWDoWG47LmYvZ7eLkW72W4rEWyTcvSHCIumOCvvL3gMAjhw50ieEGzAWFHz0O2NKdyUWFPJBYzZsjzsv4QVIv26DdNv/RpLXC9DXY6S4GKSqKsDjBpIpaJ2dvGbbCj1CrnOyn9rLqeXfai93ziBKo9pDpVtnNmbhPlHBZ6FqeiUzCBbeBy2TQdVbvzTui50AGqhqepiGtzm9wGXfMNdr+oaR61Yx0s3KZUaPIWp3Ngu9Owxw0k2V7gqFqOV0TRAIt5ZI8JIGAFAPEXeO3WKO5KYT/AFOuhkytBsDgJw2dn0N/XQl3fR3ty7MWo8hBj0Wg/+WL5seO+uItzgfj58EYgLpDh8FPkyTzf9yE/nfP9KYc07/ECXdMAKUD64GhswCTrxDruHzv07utyPePbaXn1l9usv2uR09ehS33XYb/vKXv2DChAl4z3vegz//+c+mfqTnUD70aJfZwWE3oY23Ayd3kL9tDlzJ5+MDZ7G6bj1lKN129kCZKoKxvaOAYXONB1JdhPx96mXy/6v3GvUdrFWRWNN9ptrLFyw1bHx76KJE2zZye/xVAHQyyNjZbUptGbZgqWHrYf0QKwkvtVSzdmdnINJZgxA1NTVh5MiRAIC32xQEAzegyUvIJmtBFQgEeI23yY7s8CDHxZpNQLco3Uw1YPZyW6U7S35TqS/s5boOJOl56CkSuAYQpRugSncRWI/XMs5tqaoKkkNnsRFmeznAw9QcNVk4Z8/mE6pC9nIWFlZqmFpjYyPmzZuHYDCIX/ziFxUh3IA96ZZlGU1NTXwfbd0TFQJLbmfvHY/HK7agkA8sMVj2+gqGtrG6bsBIKrdCJMzsulMK5FqyLSPQdmDp91KOvbwLuqbx5G1m79VOnoReoqXXzl6uCX2lRWu9RHMlCvWd7ik8aYGkxU4YZUhNXyL3uQPk2nGZ0T0BvmFGd41M7jnGwBPCvdX8O9ToQgZg2PPlCrYLCyxZbAS7CTW46v4Dpu2yB8htW9LtOj2UboDsY3aP4TZTOzoKlkxU/P25M+M0I91srhvPHf9NZFqW+bmoHjvWr9Z9BmutuekxmlfQLxCv4Yl2c2suUWFm84xRF5H/xTJJ1noMIPMSmeYnDKZdFNjc2BoQy0l3kZIPZi+XHbn7fAagbNJdX1+PJUuWYNOmTXjzzTcxZcoU3HLLLRgxYgRuv/12vP32232xn2c+4t3m23YT2sNvGH9ruQeuJEmmtmHp5mZeA5WDWAd9GZkr5CJYjZbW0QlMfi8AOrESlVt2crGQL3aing32csD4/Mc2ktsHVhkOgIUPAEtTBjEXiXeppHv1g8aKoq4Wby1VLlhrszOZdNOB36nrkGUZM1m4EyTIOmmxEwwGMXnyZLKd08lJjEi8Jbeb9+rmyCRMLa2AIjXdTOmmr2NX45oXpZJuMR20ZKUbJqU7L6yulTLt5aw7gw4Jqmzuhc4u2I6aLFxz5hj2csv3q2kakpTsMAt1OTXMzJml0+OhEoRUJN3s93Y6nQiFQvx9mHuir9DY2MhzCd58880+JdxA6ZZUlmAO5LEBw+jVDZSudAO5oWh2EFuGia+vdXcTezJdFHNMnUrKHLJZTsSLQSTQ3F7OFoBcLkgOw0jIVG8TUa8EUmE4NVG9ajO6Jcz8GLmPLfxeJVw/fMMAF/3eN/wk78uLKqhMw+jEkhqjXVjlSHd4+QqDEAk1uCxEjYGTbptjkIe6aRp0cQweIBBJWHbvXiCTMRZpUimEv/u9ftsXnl6e5/wcqDDs5bmLRiaCq2n8/FOPEEKXL3ixz0Brzds+cqNp38S8gn4h3xmL0m21l7PFnqG0Q0FgVG4u0YKlwPt+Rh5PdhGVG+CBqADsA2IZObdTusXwYKZ0s1aie56vTHjwAEGvEl0aGxtx991347bbbkM0GsXjjz+OefPm4fLLL8fWrVsrtY9nLNjAq+s6kOgyPZY9sDv3BBRJd57VItY2LPnKKrS9/wNo/9Sn7d+ckm64AzwpVARTHLTOTpKenE+5XbDUSMFmhEC0l6sp4FVLbz+GXiRxZ3btGhir2AuWgi9ISLJBuK0LEyLxLoV0s4GOqdHn/WdpPZ3LQXUD+T9euqXydEOKXkRc9DdqFRwgmuTE0RRRtseOJQM8I8uMeLOQLsnlgs56dbMk8WwihxSWVNPNohH6QulmLhPZaUyqC6GGtorrkdJdXno5b4no8uYkompu4rZx1GbhnHM+J2LWdPhkMslVoEF0YbCctmFvvmn0Kq4UEbZLC9d1nRPfz33uc/buiQpjPC0TquSCQj5wdaxI+JJj2jSuWuar6RYXn8oi3bXCNSoPeHo5s5cLSjer55ZqaiBXVRkLza2ltQ0z9+k2k25rz2Peszudhq5aFKDewBo6FDthdEugbjY4POTasfYho0zFN8wYK7T8pFQTkq2NhTAjPLKiQWowSIj7cpJl4pw5kwdj5ZDugwfJe9sdV8KcZkCGqQmBX5kdxL3onD2bB9ZZ+5P3JU5Xe7mcp2UYO4Yc0wgJdC9cyMeI7FHL+dJPYOp6et06/ruLgaUAOPnuU5j6dLeb7eWZGJCi53b4CN3x0cYinui0ZPMGgAiAstANJx8K2cvF8GA2pg2iLU33v1K58OABgB79wplMBn/5y1+waNEijB07Fv/617/wwx/+EK2trdizZw/Gjh2Lj370o5Xe1zMPbOD9/v+DrJgvfNrxw7kn4KHXhQ3ykG6qWkf/75eApiF74IC9VYnWdEs1Q3IfA6AMIhMa3+QWY5Urn3LLbKx2SjdALOhWstiLJO7oL/4PJxZejchjPyz7uRXH6gcB0O9X14jSbbWBW+02rE93PnuuuLLIlO5Lv2b/3fcGotLdj3a2/kSK1lq6ZRmhUAhvv/023HRCNjm+DsdS5LcQFUoGRrwBQHIJSvcgooojm+STegY2Ebcl3VTp1lLku85nt7VFuaS7ahBvAVgQzF5eitLNjld28SxT6ZYd9Fh25n7u9FH6vXk0KB6dEzFrzTwj2B6PB1462S6VdIdCIRwTakKZ1by3RNiOdKfTaZPSbOeeqDRMC0p9rKyzgK1iE3W5qgqOSSSwMX+QWi+V7s6uvNtoYVrTbVW6u7p4j25GGGXqFFDbSiTdpiA1Ms7oSUa6zeUTIgmvpNotWesfxdZ/rF0Y66oh1nSf3Gl0LJh8Xd7XNxLCq3kYHQunA4QgtQoo3SIJqfrADQAAeegQ3j4r8eyz5ickCTG1tZeL7cv6kcCWCrFtXOzXvwVAjyF6Hap+//sLPb2iOF1Jt1HTbVyHxGPIMYYQw6pr3wPn7FkAgPjTT/f/jlJwWzsIwY48vAy+27/Cb/dL/3DRrZZNAJ3mhSxOeNl8oGa0sYgngrUbZaibAChFWgYWIt2iOMXGLVauOvrSypdWnkKUTbq/8pWvYPjw4fjiF7+IKVOmoLm5GevWrcPnPvc5eL1ejBs3Dg8//DB20NW7c8gPdhJGH33MUIEolKGDzCdgNg20bDBu51O6mVWcXWg0zTYBGBl64Rxk3+5FqqmBvzGCQFMY2gV3FVZurYQgbiHd8//bvL1dG608sNbCaF1d/Hb8L0/3Xy2MHdjnYJ+/8fNkVc6OFIt2m2JKN1tZnP8Nw/rtH56/VqanYKRby/I0+zMNKTrBTcsSVx7H0IuxT+1A05AUgsEg9lEVxSFYQk1wuQzSTeuPAUCP0e+NkmzdUtNt2zKMku4+aRlWTogaYNjLIy3Fa63YBbuKTrB7aC+HO/dzZ7bsRDZKF+Dad3EipluUbkawq6qqeM/1Uuzldm3B5syZUxEibEe6vV5vjtJsdU9UEqFQCAeo3ba+vr7PCT6fqHuKtxlyziZWRZ44boHk62lNN3m9fEq3ruvciSLT95CEIDUrYVSGEOePerQF2aMtRetqTUFqFnu59XsR3WQVDVOzJv3GBNcSm7yymu6FDxjq94FVhIwDRYLUBHs5/Q5Fd09Fg9SErgnyYHJt0tpO8nmS2kF+Z2XcONPTbMmiw8EXHQek0g1B/XzrLQBAZtPbkIfShZ9+DFPTTts+3bRkQxz/hWOInZ9SVRU873kPebjr1M5z/Iu/arodffSx/iPcQO6ck80X3MQJxMcTrnSPsn8dxUmIN8PgqfbbmZ6TS7pN8/sFS4GLbje2Z3xHzJQ6A1A26d62bRsee+wxtLS0YMWKFZg1a1bONvX19Vi1alVFdvBMR2DJYng/+UnINLmcXeeVgGUycyxkPmHyKN2yTX221h223KEBGnktefBI29eRZBlSlRvhYADqxM+YH7SSP04IbILUAODCW4DLv0UI6gOukgk32UFz38XIT37KW9Wohw71vR0nH8SFA7bid/Hi0tToYqSbrSyykAvZaRAdu1qZnsLpMcJ0zqC67mg0ylPK01SBUhwOrlqn6IJUq2siGke50NTUxBVpUekWIXnc0DP0dx48md+vR2nbmgYySSzFXq4lyH1SOenlfUW6vUNorZWeO4G3gh2v7LXFVXNNA17+FrDzn7ZPFe3lWiyLGf/7bV6TCQDpTZuQ7aYLHu27jNCmPEp3VVWV0HM9P4lhxFPTNIyzTNbFdlo9JcK6rnPSLQaK1eUhj6J7olJgCwrTaBhYMpnsc2Wd1TOXMlEP3LEYvq/chuo87je5x0p34SA1PZnkyiFvGcbrwLtzCKNCle6ur9+F1gsvQrSIk8qkWFNHTV57uSyTtHVUlnRLETI51tk4LirdbCHVQy3lYjCn7CR9egE+LgEAuo8Av5wPbPo1eV0WmGdSuoUgtY7K2csDd97BiYdCx1PmRggsWcyFBPfFF5meJ9rL2SRekiTAbQ5T69fAqhJhIloOB5wzyEIIK33oD/CFlariC2gDCXZhm+IxxMcojwcKDVCtRGu73qD7W/+Te6cQFtjnyOeuHHo++T/SQq7lor08H0SLeX3PSLd1fo9ZH+cPMZPnWR+k9vLLL+MTn/gEt2jaweFwYMGCBb3asbMJvlu/DIkej1qS/iTWk0Os5wbyxu6zmm4RetiyupeOQqKWaHnYmJztGeLHpyPSHLBXEkTyZyUEVnt5JmEQFS1j30YrD0QbVvf/PoTY//3S9Lj/y18q6XUqDqZGX/E/5slNKWp0qUFqUWqF9Q3ru8UFbjE/s+q6m5ubEQqFkMqS32EoVbOCwSAnaSec46A5qtHY2IihdLGqM49qJrlc0FhNd90EkiYPAPEuAIDSQCbspbQM0+LkPttaxHzoK9Ity8ZqdjGLORuTqm2U7mMhYO23gZVfsX0qUbrJVVQ93oHqlhYk//BH/nh609sG6T65k383vVW6WTstWZYhW86h5uZmXvvcUyIs/r4+YREl3+JNX4AtHMyZMweA8R31pbLOw5eK1HQDgGPcONT89zfyWpDFxafyarrJtvns5Tojh5LEJ+hin25r8jYjPAzpLVvyvreezQKCgpqjdNsQGJ5gXskwNWov19mk2c5ezlQsFswpO8l1uG0buV9Uujf+jMw1Qv8HAKgevBn+uWFI3uqccEP91QfgHb0XQGWD1ABAbqCug9ZWhJevgNbZCa2DjG2uCy8wbWuylwuTeMlptA0TA6sGErq//V3jRjYLleYJMBdGf6DUUpGBBpa2bq3pZhCVbgcl3eopqukGyKJP7EmymKXQ/A0AprDAPofdnNNTa7SPDR8lY4iWASARh6UVLPRMJORM6S6U02RDusX5fefX7oL2xmMAiPjI3evqwCsP6Q3KHoG+853v4PHHH8+5//HHH8f3vtd/iYtnEuJP/QWSk5ADLcFIt2UgYaTbRa14eaygzim09c6kSVDGkXAocWUaAL8Y6xqgDMu/ksWVhI4iaa4iIVAzxsVerP3c8nu6sWTfRqsAuA3/Jz81Jiy0JUiW9ursdzA1OhMnyeKAEVJTTI3mfbqLKB4RSrrtBr5KgYepnTlKt8/nw9y5cxEMBnFiDDm+u1LERj5ixAi0tbVBQRZZ2YOODFk8PEovxowsWyG5XIhu8SNTdQEw7YP8N9QT1L5KJ4lWe7l9kBqt6S7Q3zgHJZNueq5WlW7TLbltmFXpFscoZlsNH7FdcJKqqiAzpTtCLrqp1asBkDYu2vHjyIYpUe3YbfTpjsVMNt9ylW5R8T1Ig5cYZs+eXbF2YZIkmXqF9yfpZrXjHtYWR1X5fvWFsg5Utg5UXHwqy15eROlmKduS32+0bmOkO5nkPZ+ZSuv99KdQ/8xfEPjm3WSbSAHbtYU485pueizKNqSb3VdZpZuSbmbBFBdP2TnprjE7s+5Jk/+PEluziXQzpwp9rpbOItAUhqPlj5BYenk4Aqx+ENKr9wJZsqBTadLNF2g0jSy4f4eQU3nYMDis9nIhdVucxDOXQ/SXj/evhbdEhJevQPRHPwIAKKNHw/+1O5HdRhZCtPb2fmszZSygnV6km6WtFyXdHg+UUYR0Z1uO9ms7Nga26KPQ0jZ1/364BMeGSe3tS9jNOX3DSD9ugCjdTOX2D7ev02ahZ2w7gCjdxXKa8tR0B5YsRvVNN0HZ8TPI2/8AANAcY4DJ15MNjvVdNsmpQNmk+2c/+xm3sYmYOXMmfvrTn1Zkp84msJPRczVJ60QDTaBNmxUedNMJ4xBq589jL3dOn476vz2D+j//0VAChOATAMIFVYYyIj+hkwcVT4cFYEzwk12CtVwCfPS1N/wY2Psi+XvkhT0KBLP27mSLC6JF9ZSALTBIcmlp0UDpSjez+4q1M5XGGdo2bM6cOWicOhVdtEXUifZ2NDU14frrryd2chBSfDxGAtZYCBXr450DlxupIx4kA58FqgfxMDw9SX5/Vg/KLG22pJu1DKM29bIICyPdiSLnYrlKN1B627BCNd3sb101tyGhMNnLaW28umMn1JZjSLM2k4z8R48b6qeumyZVjGB3dnZypTuZTHI11652u7GxEVOnTjX/FgBmWJTNniBNratOp5OTXgBwuVz5ntJncDqdXM1PVro1lQWVIN3cCmyjdJdCKuRassip57OX037SYh9wyefj+QvZvUSlZQRPcrngvugiOGj7QC1quW6Kr239fnl6uaGu5YAeHxUNUmOke+gccke8HVCp+4Jdm468mVvStWApCf0EgINryP9dB4HWt03PjW4djHAwAMfun8MjvwYAcKdfAlbdA3XuEkSaA2RBrcLWZMnj4YuS3s9+FvHfkUV7x4QJSDz3vHnbavN1lxFvtrgRe+JXA5JwRx5eBvdVCwEAzunTEFiyGO7LLwcApNauzbXeWp5bKdVeP21ruinptizMMhj5Ch4ow4aRGv9kipeV9Af4wommwbf4q1xp9372MzzszzlrFlyXXtI/xJvNOZlABADeocYcM9JiLL7ns5YzN+dhIdh513PFy0YLBKl5Jx1GoCmM+F4yjiijJwDTP0gebNtW+Xa5pxBln7XHjx/H8OG5RK2hocGUDHsOxSEmLbqaSNiMMp2mJUND+JFlxsaMhLPJdIHQI/cFF0AZOpT31dTzKd1piQxGeWAo3UWsTqIKxyb9nlqjXjj0C2DUxfRzRO3D2IrA2ruTKQt5+5D3F5i13B0oLS0a6IG9vA+Vbi9VumNnlr0cAM6vb+DHjCRJpiTpEeoBAMAbuzoQDAZ5+6m8Nd2sPpAFFLLfMEXOS7nevqbbHKRm9OmWfD5S51kqmEU0FS68XU9Id6lKN7OX2yndYjmMtY0RAElRILlZsJFxniRffRWJ51YCAJRxlATH2kjPWvr9bBTqkhnpPnr0KLZRVYjdzwi31UYOmK3fDFYS3hMwRdnpdJpKrvpT6WaQJIkT/74m3VoBG3XJoKQiuWYNv0uqrS2ZVBQLUuPtwgIC6ZYkyDRMLb2etI9j5y5/XeayKKR0W9TqXHu5J+c5pSjdZaubnHTPBmldqRvlXdxx5rSfDE95H/mf2TfFPAZ6XdPjCUSaA1DPXwx34jmM+K8jqPK8ASx8AOqo/yCfq8IqNwP7Xareex1cl5D5Q3r9esR+aS4xsyvTCSxZbFyP+7NmtlTQwC82/3JOnw4AqLqBpJZrsbhJtWfHhDhnrNRnMhbQTs+abug6YDPeGfZyDyS3GzIPSuxHizkd4yDLcM+bB6gqJL8f8qBBSK0li1iOCePR8NSfSbJ5H5QCmcCu02JAmm8ocHAt+VtUutk2dpbxBUuBWTcZt1//XvGcpgKkO7tjB8LBAFJHyLiZOdJqzLHqJlQuPHgAoGzSPXr0aLz++us597/++usYMaIPFbkzEULSItJkgqB7hZpsTewDSicATFXOo3SLkAM0qdVCuvUwrRtKy6WR7mJKt6jCseTyqkGGjXr2zUZSKlX7ykni5n0XJ5PWM553XYPszl0AAPWUK92Cha9UlKx094e9/MxUugGgeecOPnHXdd0UKDUztZ7/LcsyAnSBKi/pZsol6w3Pjm1KulkIU8EgNVbTnZFMbZJKAiPd6Ujh9m49It0014G1EMoHdrza1XSLf1vbGFHIVTThPSMjPJU4VWK/ehKJv/4NAOB5341kw3gbJEkyFNBMhgeCsfrtSZMmYePGjfy1GeEW23SJ2LlzJwBz2JlpQaSHGEikG4BJ/e9LVEIdY6Qi+U/aCkqSEPvVr0omFaK93I6s6tThpYcjJrLqmDiRv5+rqQnuK4i6yGoVJdpVwKR0WyaexezlBZXuQvbyUtRNVlOZSUJi43bNWOO8fJXuJ1sQPv8/7SfDbFGc9dfd+Q/jsVQYuqYZLpOm26GDGLp0TQYWLBVq4vsmnEqpNxLMFVq+A00DXC7TcSfayxnaPnKjMU6qKsKPLOePDYRANRb4ldm+HYBButl3yVwcgSWL4fvSFxF5eBmOjh3fJzb507ZlmHCOaTYWc+50+N3vEV6+AspIQiLVI8b1qa+PBdPCyYoVAADH+HHE3fqed5N9p2GFgSWLEbjzjj7bFwDGNVwk3d2HgKpa8nfbNsPxFmkBfrUwv2X8uhXG36XkNDGruoW7hJevQOef2xBpDkAZTOY52V0HEH/hJbKBf0TlwoMHAMom3Z///OexePFiPPHEEzh48CAOHjyIxx9/HEuWLMHnP//5vtjHMxZi0qLEmtJXDeYJAoEv/pexMSPdrCd2sfY+AKQaWoPVbQ5S006Qk0pXFd5CxQ6s1q1k0p3sMlbZqwcDTjqIT7vBWHUXbfMlJHGLK7ssgbLq+uvhufZa8par1xR6et/DmhBbCor16WboV3t5W8GkYzvb7kDGpk2bsOnkSVTTieG4ceNMn++gPIFvq2kaOqibI1/LMEa6WRIu/w3TZtKt2bQM49Y31jIsK/H2OyXDTbfXtcLHTb/Yy5nSnTAmtiLptlG6AUD2UKUbLrS8973kaVu3AroOz6JFcM6ZTz9DJ6BmuYJ1/pAhvC47TBcQraR2+/bteQl3MBhElIY/3XjjjZwcb6cT3t4gH+k+FfZyAFzpLrV3eU/Bw5d6aSsOLFmM6k/QxFpdR2TZIyWTCrHnNiQph6wy0qwePWpSzQf95EcY/OsnMWzzJjT8/a+c3LFaRWXvE2R3WIifTa0iJ90sAyKVJi3KCpBurnQXWBApSd1kNZUvk9rzrOSi8wK6oMQm1tYgNStYOVQ6Sq5jB141HtNVINoJ0EVDafNj7NUhyRqw+kGesN1nSjdNMFfbTyJFXQlwOMjCp8s4/619usPLVyC9bh25QRPjI3RRZiAFqumqiuwOshjoYKR7EPkuxSA1BwvdymYBl6viqr1WYpDaoUOH8PLLL/PuH6cakqIQRxTs67q50u12I/LwMui0EwZTuvvrWGDndGYjmXtkNm8hveipqyFfTXqfwI50H1lvZEWluoHdK+n968iYkE/BDtJyYsVVWk6TXcswVmbBgrc1cmwpU2ci/sw/zft8hiBPU9r8+PrXv4729nbccsstvJ7N4/HgG9/4Bu6+++6K7+BZg7RwgXRUEVXMpCQxe3kZSjetibLay7WTR6EA0OVqk/KT83yqJKjlBKlxpXuwkfmfSQikO79lzxaCG6DtQx8GQCY0vi99AckXXii+INDXKDaxscMpsJcz220OKaluQMi3CFrnIMhjZE6sxe1EFfF0QDQaRXNzM2bLMlrCYcQHD8aECRNQX1+PYDCIlpYWtHhIuxxvlQfTZ87inzu/vZy2+7Eo3ZJMg4TytAwDCKlXFEUIUpMhDS5T6XYK26fCgCvPBKkv7eXWIDXoQDZFWs+JAS2i0r3qPkISFizl9nJp+BhEJ4yH/9IMkIwjsqkOgbu+ZtSKQwcSHUaYWjSGxksvga7rXN1mJJv9bmL5gIhQKMQXWrxeLwKBALxeL1KpFHbu3Am/39+rMLWBpnT3l728kuFLgW/ejThLsi+DVPCkc02D778+y4k3QCa6iX8+BwBwTJtmek1l+HAoNiVybGKprLoH/rkBRJpJQrf06r05E09Orv1+UlOu66TsqVB6ObeXF/5t2L5GHl6GyCPLzY44YT+x6h4AQNI1GFWvfdsIUZtIehIXdWExpTsdJZkrWoakEHfsAXQVWhfJZvDPDUPeYCjFscMj4V11DxzVJOhIrutbpTvxz+egnSDuvCEv/xuJf/6T/86AmXSLCxQA+HbK6NH874FS360ePESOF48bjvHjAAAKVbrFuuPEC/8if0gST2KvrNLNjtnC5/LmzZvR0tKCsWPHYtKkSRV7/95A8nqhJ5PQhbZhAC33oAtG/q/cBsnn479/9ujRnIWsTB/3cg8sWWwcsw4HGZ9e+jfZ10R/km4be/nUG4B1Qilr21bj73yEWwxmXLDUuA2UV9NNxzZIEglW1cljrvObUOW6AIj95Iwj3WUv8UiShO9973toa2vD+vXr8fbbb6OjowP33HNPX+zf2QOmgrn9hkLMSHc2bRyoXOm2bxkmgtV0s9o2Br2Dkjln4T7BvKdpMWIbomn2otIt2su3/tkgp9lEWfUZ5r6LxoSGJZjq0WhlW7CUi17ayyM//RlPZhWRPXAA2ol95EYF7OWsdZJVyQ6drEIwcAPkTNS2t28x2+5Axdy5czGzswuaQtYVFUUhtdwjRqClpQWzouSCl85k0djYyG25B/KVKzClO2VWuiVFBySJqz16Mpd0c4s5C1LLSpC9ZfToBshqPFuNTucPeOqV0h0/WVhFt9Z0A8YYlU/pZqrc6gch02uuMm4Kppx4CoGZrYAuofrDH4Jz8mRAcRivHW/jFnyNqtTnnXee8bIWdcJaPiD25x5GS2hGjhwJSZI4IZ00aVKv22mdtaS7EjXdFKyNDlwuTipKgeTx8PfXurqIFfeWLxMr7uixSL36KgDAfUEZi4ULlkK/+E4EmsIY8dkjtoQbMFQ0ucZYbNUzmZzvRbSvSqXYyyn8i79K/tA0Pkm37idmfAQA4E0dh7LmfqBhJnmMtQ0rqnQLpJslBI+/im+vh0/APzeMQFMYuNh4/8R+H7DwAbjjz8I/N8yJYqXBarrT62kpkKLAMWY0AksW87A7wPheAZgWKAJLFsP7xS8AANTDZEHRdeklp4Rwj3j2OcQefcxUBsGs5XJtLSIrfkBaStHFJz0eh55IILx8BVKrVgEAHFOn5Lggegs9m+UlU8Xa/7FyHCa2DQTwMLW4JWNBOMckj4eE1F1NggNjpyDN3vR7ZbMIL1/BFyyt+95n0HV7pXve58kYZ0U+y7iVcAOl5TTZtQxj83vqnpDARI1qeD92M/n7bCfdDD6fDxdccAFmzZpVsGf3OZQIdoF0CaSbrUplhFW8qp7Yy6013XRFvIglmrdXsdjTOVhtGbOp6apRF9q512hzpqtASiAK1nZoJYINTvF//AOx3/6OKGG6bmob1u/1WuXYy9n3RUm3nk0i/O3vIPrDH0H959dNNYPhh/8fJJX+bhWwl+cl1AdjaAr/HY2Jl/l28+bNQzAYxC9+8YvTknD7fD7MmTMHWns7NEp+GQkeNmwYms6bgblRkoCbyWahaRonSfmcH0zpRopeAJjS7dBpS6IEAJ2rWCLp5rXDYpCav0zSDRgW81QB0p1kLcPKmAhX1RkXRJvkcQ42Hrn8pNcvYE+6RaV7wVJg1CXAqnvgaiDk2TWoG9OP/QGZeV+DdP33UfOgcMFnLexibXxhgtkCxfIGTdMQDAYxnlovfT6f6dgW+3OzRY8RI0aY6sLHjRvXa/cGI92RSMSWdPd3WUb/Kd2VSTwWFaeR+/eWTSqsYWqupnnkAU3jttGyWvMBvL5RUgBdtp94ctIdMMb9yA8eNZFuq32VhauVskjcvVQQMegkPQc0fVyCDl1xAeOuJPfH22i4VJFrEyfdMaCTLvAOnmyQ9HAbIOkIvzMEaBRKB1MkDDWRuASQ9D4PUmO18MroUbzMxz3/UvKY02kas8VFegCovWepEajmcKDhqT/3yb4Wgy7LiD2yHKk33+THNyPd2vFWfr9UVQXQsaP7/z2MyMPL4LqUfFY9HLEtP+jVfgnW5mLnMhtHBxTppvX8mlXpZueYJAF0XPZ+3Chj6Qubfj7wcYDtx399FpGHlyH+97+T3ekve7maMdynIun2DiVjnCTUbReyjGuqvQJeLKepQJAaLwVw0HI1Z7UgTg2McoZKoWzSHYvFsHTpUlx66aWYNGkSJkyYYPp3Dj2DJK5KM4WYTWSZJVt2GoS8jCA1PRw2CB8ARFndNSXweRrayzW15K3ykW6mYskOo5P9HmqFOrLeWHEfc7k5ddnaDq1E8AkNrdFhFwnWNuyU1GuVo3Sz72vzb8jtdBxQVaIWbHzYHFbReQSSBOi6ZBCRXkIk3pxQTx+HxuhKU5DaaNpmS9d1e0v6aQK1vQOag3ynTBltampC47QxcGnG6nImk+HkadasWbavla+mW1J0eMaocPz2fPgbw0AqBV1VIUlSbpgabxkmQSpX6QaKK93ZdG72QymQJNKrEwBihUi3sOBgHaNEhVzs3wkA7aRuUQbZVjn4L2wf/gng2m/D/6Uvmlo68TR9QenWozGEQiFs2bIFgLnunpHMTCbDF4tCoZDpWG9rI4uM7e3tCAaD8NP3q2R6eUdHB/bvNzopOJ3OgmnqfYX+C1LrfeKxXRJzuaTC2qs7/uenjAepi0Euk3RLm38HgMzNJc1+4smvRUIqfvSxH/L2d6n1b+Z8NqnEPt3h5SsQe+JX/LZj8mT772PH38jrAZDUNAlBAsh1N5Mgi90A8NYP7d9IVLo7SPs01E3gJF2PnkQkVIP4wXEmtUnSk9CzWcRaJiMSqukz0s3D0+ix7BDmlzJ9jLU1zYfw8hVG7kS+xYt+wLFF18F7xxKkX38DzsZGRB5ehugviUNQGT8e6dffgGv+pQgsWczD1PRolFhvaQs45lhk50hvkq6Z4s4Jn6JwN1c+4YK5gvrail0OmCXeatEW24WxRZnkyy8bG5ThqOkNTOUOzO7+pS/B/7U7eRu8fiPdomJsTS9f/aAxXgDAFf+TX7leeF9+C3mhnCaRdIt8BDak+/AbpZdhnmYou6b7c5/7HFavXo3//M//xPDhwwvWBJ9DGWCTZVHp5qSbklSXz1CYSlC6ub083G0QPgB6vBPwApK/wWwVsT5fCKrRdT33txZry5zVZH87dhuPj7wIOPomud9Eusus66ZgA6nvs5+BMmyYUaOzb3+ftNIoCeXUdFtq8ZBNwD83gUBTGOnhN8ElDmRpsjCiJRTImlZee6kCaGxsxMaNG/nv2TivCXgZZPEgmwYcLpNNV9M0TmJON2gd7dDGjwVgVp6RiUGBCkXPQJWcSKfTXI0ull5ukG5yQZAcOpxD6HMHG22DJJ8PDocDqqqS11azfIVXy8qQe6V052kbxlRuSOUF+wFktbv7EBA9nn8bRqwdVeR8T4UFN04ee7mu5+yvLjuxa9jHYFsVKKTps4WJzbEotgSDmDJlCnbt2gVFUTBnzhwAhvqdSqUwY8YMSJLEJ4eNjY3o6urCnj17AABbtmxBU1MTTpw4gUgkUlHSPXToUOzYsYPfv3v3bmzdurXfXSL91jKsEonH1lplCn67AKkIL3sEkGVIgtIdXr4CSVb/ChDFMJNBKhhEybR79YNAO/kdMyedkC/7HBw2tYpGO6Iqbov3ffGLiP7sZwCA1Cuv5Hw2qYQ+3ew6powbC/XAQXKnqvKFCIB+P6sfJHXYALqqJ6Euvgc4QGzIiJ0wn3OOPAsjLCciHTWU7rqJxgJylJSqSF6vmXQ7NeiRiBCk1lf2cjOZd4w3SDcLrrT26BbBu55MmoTsnj3wvOsa83fYz/De/hXIkoQIJbQsa0fdvx+u+Zci/fobJGV70GBox1tRdd21SG96G+k33yLbR6PQ6Vyg1/tPU/K1zi4A5DyWJCmnJl5EpZTuvPkyAC8JKtWBxMI2c2q6xfMT5FiI//FP5D6/H74vfqF/jgU6xvlvu5W/n1RF7O5aOIzYz3/Rj6RbWOyrGUO4hOwAQr8EVt9P7mc8gHECRryB4unkxcBId0sQqB1nel09mYR/bhie0Syg0n2OdDM8//zzeO655zB//vy+2J8cHD16FN/4xjfw/PPPIx6PY9KkSXjiiSdOm1CnksF6Z7v9uenWnJD7jAO3BKWb9SfVusMmwqfIZDKr4DCw6um8YQkSbVuBbBZ6PJ6TEgogl0gyyE5g3AKDdIvqXKaXSnd1NQJLFiP12mtIr38T4Ye+nXcC1+coN718wVJS+77uESAdRqAJSLW4AF/EFDolq10AAF3XoP35VtLuQlN73TohFArxNG1d17Fx2z7MI31ggEQ7QruP4ZBg158zZ45tuNrpAK2jk9vLTWojXcRy6SkkKOkWa3Ntwft0W1qGKTrkKmofpbxeTyQAn8+sdAvHvJ6RTApZyeC9uvMo3aye21Nr3+KjEJjSXdBeTi9+Dk/uwqBIutNRIBkGPAFiDdOE1lyyA5KWwZTjfwKwKPc9RHs5q+nOZNA0fz7q6uqwa9cu1NbWmo7FzZs3I51Oo7OzM+cYHTJkCCfdbKL30kukFUklSfeoUaMwfPhwbNq0CQBOCeEG+jO9vPc13YXa4xQdxylpcEwhrefif/0bUi+/AmXUSKMlEP1tUi+/Ulr4lBgGBED2aMiO/DgcI4bnTDxNSprTCT2dhveT/4Hoz39OFpps6rALKd1sEQGaBv/iryLy05/yx7L790NPpw11k+3n6PnA4ddx0jcLgaabSV03ALSEgNe+Q/5W3MCVefJ2mNKtpoxe3XXjjZruOCXd1VWmia/s1KFFo9BaiZNNqa+ME8sK6+s6Jow3HhtBck54mJ4FInnM7t6N7J49cF92GZznn39qifenPslJN4fLiYY//8lYcBlLFopjv/8Dkiufh/P885B5ezOg69CjUUiBMkJb80AM6wPIb1xMuGDjZW+Vblb6A/Q+sJU5bfSYRelmpNvj4Z/Ld9utiP7wR9AjEfhv+TIA4/NX3XZrzz9QAbAxTmzbyxYq/bfdSkh3MknccUqZ1+xyIV6/PQHg438Dtj1FCPe4K0m5isgDROJdiT7ZjLu0biZ5FIzQ6xrcymuobhIWCqd/kIxd4n6fIShbPqurq8OgQX2zsmlFZ2cn5s+fD6fTieeffx7btm3DsmXLUFdXhnXydICuG6TUFbBRumlNY9XVCB2iBNyidNvVDjKlW2dBarTmwllFXsPR/VbBhvZifRGz79liwVLDXg6Qk0vLAEfJCi3iJ41aEuHzlAO7dizVN36UPEh7d56SRNKeBKldQb5vCbTcvcUDd/SfwKG13M4j6WQAcng16PtW5e+VWAbYMSKevxtDIYRqP0wfb0YwGOQWVQCYMWNGTi346QK7mm4AnAC7JEKgRYJSrGUYrPZyhw65iixiSE7aEsuSYJ7NZo2gRF0CNEDuCekuZi/vSYgag28o+T+f0q1mDPuZs8om7NFCJJjaLe7rlfcB92SgXnEvph/7A+S1D+W+j8leTr6jme0daGxs5K1qxNrpxsZGHpTWaRP4uG8fUfCYAh4Khex7qPcQ4mLNBRdcwO8/VWUZ/R6kdop6+zKLbXbXLrI/8Thc8y819eBlqPrgB0qz4moqcN5/8puyW4MeidrWKoqTenaNjP7y8YJW5oJBanQRAbJM6tKTKZKw7vEAus6D4gJ33mHUVA4lwYKq7IZ2+beAubTFaPgQ8Oaj5G/vkPyf12UZg3zDSD4LW0BOdJH9rq42K90uDVpXF9RWskDHCHClwTpCMIj2cvdll8F/5x2oued/7J8sLMKLDoNKWLN7g4jV0qwoQDrDF4X8X7sT6kHicEiufB7+r90J59SpfHNrKG5vILbr01pPFHUKMgdRb5VusfRn3bp12LZtGzZu3Nij/BgmBFnVYnFRjB8L37iLtJwDacnWn8cCP+dlmdv4xbGzlHDFXkN0qgHAlEVAzVgylnx6lZkHiGNeCbP3LMcAAQAASURBVK19SwIj3fXTyHxWTQOjLwVevQ/Vvg1kF7vpPE2s6dYylSH9AwRlK90PPvgg7rnnHjz55JOo7uML7ve+9z2MHj0aTzzxBL+PBeecUcjEITFSKqaXW4LUZMWJ4L4uwLcIjapRP5hvhZDVdGvhMLcT6/PvBl65h9QLSw5IBSwjkiRBrq2F1tYGvasboH2yc7D6QTOpvoJeCJk6YK0T7UlNtzCJZKQ7tfY1tqN90kqjtP3qQZ/utx7jfzJ1NB5uQvX+V8hq46p74J1A+zzHZDi8uwsujpQC8RjZRSeqAAmXCrZcA2Ri0NIxDB8+HMeOHeOPZzIZfhHsbdJzf0LXNGidndBtlW4a6AWiwMYEa1pe0u2mE7c0VYRYkJqiQ3ZZSLelV7eqqkaImu4E0FOlu4i9vFeku0hNt1izXUzpBkiYWsN0YO23yW3ZCVx5LwBAu/xb2LV7F6avuZ9MOsXj2hSkRhKKmXWQkW5rD+y6ujocOnQoh3SHQiEcP04WEebNIwFbwWAQg2kNaiVIN5uAOp1ONDc3k48qy6esLIOR7lQqBU3T+qyenNd0F2kz1JcILFmM1Nq1SL/5FrHgahocU6ZwIs7gvfkmuC+5pPgLLrwPWPNtflN26dAi9JiyppcnDPuq5HJBBxB7/AnIgwdDa29H9Y0fzVFUpQJ9ukXl0TmPHDNyfT1UOha7xWs7mwA/80kAgCrTyell3wCaf0l33kkmq4WuSw6XsR1A6rkBw1FDr21StdVeriO7Zw9PVmf11ZWG5POR8Cl63otKt+RwIHDHkrzPFV0UVlv/qWoXFnv0MVOtPrOUu+ZfajpWWJs4KAoCSxaj4xZDhdXD4fzzsB7AdUFTye36KqV0A4R4iy0gAfTIGcSIa74gNamqynQsyIMHQWs9AbWjHcqI4fzz9nWduigYsTJNyeMBDe4h42lP5gTlQFS6GQqR6d7aya1gpbF1E4EJ1wBr/tf0sK6SckrUqGbSDRDHnHRqOoJUGmWT7mXLlmHv3r0YOnQoxo0bl2PHrKQa9o9//APvec978NGPfhSrV6/GyJEjccstt+Dzn/983uekUik+OQOAMLV1iGFJAw7RdjgB6JCQgQuK4oYMQE1GoGUykBJdcACY49wFbfR7ENx3A/TMa5iVSmHz5s1obm7G3LlzMXv2bNNn1FjITSaDTCRCLvrP/zcoN4CkZ6G+ch9ZJc8DKRAA2tqQbm/ndj0R8tqHuK1NvYJMqpVV90C94l5IE6+DvPd56MffhlgNnk10kT6KZUBc4c0qCuLLHkHir38j7zdmDDwf/hCpUdI0eG//SlmvXSrYdyt+x0qyCzKArMNb0mdi35c2ej7kw68j3e5EoCmM6NEI1OvvhbLmfugAHH5CCB1eDeHmOnjuXAKpF8dvNpvlx4hYe5pKpTBPfhuaJAOZKI4dMxOXRCIBn8+H2bNn53z2gQi2f+m2NkDToFHiq+s6f0xKdMMBwCmrgE6SpwGiTKuqakvGVIWQFy2VQiaTgSy7oICmlzvJbyXR0TQTiQKZDCc8qVQKGa2LnOMaWQTQPJ6yv0vZ6YMCQE10QbN5rhQ9AQcAzVMHtdzX9tRDAaCFW+yfm4yAjfQZXYGieMhxnwxDz2SgpGMm21S26yD0TAZyKgYFgF41CFnh/Nk17GOYOHESlGza9Fkkdy35DLET0ChJUcMRZDIZ7khwOp2m7y5AHT0dHR38/k2bNqG5uRmBQADhcBhutxtTpkyBqqqcHItlBT0FI92HDx/GgQMHMHfuXMyZMwebNm1CMBiEqqq8/rw/IDo6otGoybVSLuzGO4C0xmLXAtXlLHssryRc11zDCTdcLkg2oV5qVXXJv7NydIPpOFY7Wmyfq9JJvu5y8gm156ZPIL16DQDAfdNNkEaNMl2TNLpYpMbitq9Zddut0DQNsUdIT+zMli1wnHcesps3I7VtG5zvf595X1MRcg7KbjImbfoN+K9PibTm8hccCxwuHySaBaHVjoeayfBxRk92kY08HmRTUT5ZlJ06UtvJNUQeOhRZTesztVCuHwztaAvgckFraOjR+arROaoat//e+xqZTAbDVz6P2LPPQZk6BerOXZBHjEDt735LiPgjy+G89BJEHl6G5BtvGN+lqqJr2SNQhb7u6c5O23lYTxH9BVukkYF0Gl3LHsk7f2LXxRS9BpaL5uZmSJLEx0O/JeAwm82W/bo6XVBRo1HTc7MR1oLXbbpfriOkO328FZLgIMg31lUKWTZ/rTJf96XqauixGNLhMBx97OCVkhE4AOiOKn4t7k9IkMm1PZuC7qgyxirQ0EoFUOi8Nys5oUMx5hzJCDIOcrwM1DloqftVNun+wAc+UO5Teox9+/bhJz/5Ce644w5885vfxIYNG3D77bfD5XLhU5/6lO1zvvOd7+D+++/Puf/FF1/sc2W+p/Amj+IaAFm5Ci/9+9+Yc7wdYwHsfKcZu0+uxJj2dZgL4ERnDDH3PjSFX0UwcAM2Pvkkeb7Xi5aWFrS0tJhfWNcxT5YhaRr+/de/YnzyX5h+7A/Q0hJkl459g6/FhDX3Y9fuXdg17GO2+zZN1+EDEHzlFXR1dpgem3L8T5h+7A9o883CSf9s7IrMJfcP/wSmr7kfLTUXYgQANd5tOtDeDr6BI/vKazPn7OjE+QA0hwObvroYI599Dq0LrsDQ1WuQPHkSb06aiOHXvxcjH1mOXbt24dii68p6/XLAakIB4OqOY/ABWN+8De27C4cKsu9r+/BPoMM9A/PxOpQqFeGgH4Gmndi+exemAaYFCl0DIkEvgj/5CSJTp/R631taWkzW0/b2dsxN7ECX7kHwSAYul8tkH3vttddOy5aArz/7HGYB3F6+evVqTkjGtK/HXAB6JgE4gO2sdYumYeXKlbav59+xA1MBhNtOYv3KlZjUeggzQZTujBqDywnoMpksrX91FSItR/mC34YNG3A0uw+XA1DTRBVv3rULXXneKx9mHD2ByQAO7NyCd2K5z51w4g3MBtDSmcDGMl97eGcLLgTQeWQnXrN5blX6BN4NQJVcWPn887i4K4qhALZsfBOHDvhwxcnjqAOQcgTgzoaxK7gKu4/UY1B0PC4HEMvKeNnyuk+1kkmPT7i/IXwAlwJY3zUCx1MduAhA6/79eH3lSv59Hjp0CB0dHYjS/t3s+Dxx4gT//To6OuB0Onl7sK1bt/Labkbad+/ezZXwnqK9nYRJHThwIGcc9nq9aG5uxq5du+DraxVDgCRJ0HUdL730Ul7nRjkQxzsAUBIJzKV//2v1auinqCc5AExYuRKDAOiSBCmdRnLjRtNkDgBWbwwiffAAhq98HpKmoeX69/LHph77A3RJ5te/a/a/ATG5JHHgV1i1MnfcHb1jB4YC2Hf0KBpUFQ4Am4YPw8TubjgBrA0GkaTXJGnHDrSsXIlBO3diAoC2I4fxRr7zc9JEzAO5BmiKgr3Tp2Hs5s1oee117LE85+KWgxgKQJWrcPA3n8P0Y39ASvHBrUbRVTUetYn9iLcdyDnvRLxLVcBmRbvasti5ciUmHz+GGQC6TxKr/tGOdhxu3sB/c8mp4ejatagD0O3x4K0yx5pyMN3hhBdAvH4wnn/hhR69xogjRzACwP6dO3G4D/e14D5oGo5e/154DxxALYD2+nryvbFjRNPgmzIFgTfWITxpEgJ79iA6bizwyHIkGxrANL+9338Y+z+TO/e1O7aLYfjK5zGSXvt23nYLfPv2550/6brOSXdnZ2fe62QhRKNRxGIx7Nq1C16vl3eVYNi6davJZVcKRrS0YASAA9u345CwT4M2bMAEAB2xGNYL90+BjgCA5ldeQUcst8zROtZVCt79BzAdQFKH6bs7X5HJePGvF5EYVTkHgx3qI1swH0AkmcGqU3AejOjcigsAdLQdg3J8P8QlhmzKicQ7VQjQuu71GzejfaeK90GGDA2vvLgSSSdx8PXVb9RbxEsMxCv7inzvvfeWvTM9BUsx/Pa3ieVr7ty5eOedd/DTn/40L+m+++67cccdhp0kHA5j9OjRePe7380VkYEGqWUjsB3IKlV417veBfcrLwIdL2PqxDGYvGAR5A37gEPAkFHjMfiSBXD+8i5s9L8PuiRDkiTceOONeV+77X/ugd7ZiXdVB+Hc/wekhn0CzsPETjT6YyugvvMHTF9zP6ZMnmKreHf95Wmk9+3D3EkTUbXIHHwkrwlCnXwvai//FmoBIY14EdS1UzCs9W2gG1BgXgGaM30SzptnE6JUANk9e9EBQPF6MXniREh3LMGMj92I9osugTOZxHXXXQdp0SLEpkzBZFXF3EXlvX4pyGQyeOmll/Cud72LOzwcu1QgBVy04N3A0PMLPp99X1N0FUAK+m4nlOoMkgerAEnG1A8cNhNunZTK++eG0eh0wluhz/TMM8+gu7ubT87/XXUjUCWhsa4bsSEXYufOnXzburo61NTUYO7cuQVeceCA/UYXT5+OCAzSffXVV/NFN3nDAeAQ4K9y4VgGaGhowKFDh+D1erEoz3ecrq9H16M/hN/jxqJF9Jxs+TUkhw63TwGygEwtJBeedx7cV12Ff/3rX2hpacH555+PSfABuwFJI0Nu0xWXw3XZZWV9Nvm1t4ETz2D8iHqMsdlPefVbwFFg+ISZWHRteceKdCgAHPg+BrnS9t9B+05gKyC7q7Fo0SIoTz8JhEM4b/pkzGpaBMeRbwJxwDl0BnB0PaYO92HydYsg7ZGB3YC3dgh/XfYbTZw4EZs3b8aUKVMMNfjYcIRaN+Cd6iswu4HQnwZvNaYsWoRXX30V+/fvx8yZMzFz5kyuZk+cOBEdHR3QNA1XXXUVduzYgdbWVsydOxc7d+5ENpvF5Zdfjnra93fjxo3YvHkzxo4di4svvris78kKdi5NnjwZl9n8nps2bYKu6/16/jz99NMIh8O48MILeb17T2A33gGA2tqKdQuugARg6OjRkGXZpOazz8zGl7767LFHH0OseRMAwDFpEjzvu56rxJLXy8sSrnrf+5D4zW8Re/Y5eO9YgjnC8S2vbYbCrn/zvgRnMwkH0+CEjAxqq92250N47etIApg0axaSBw5C3bULF89rQlfmxwCABe95D5TRowD63DkAkpKE8JO/Rr3Ph8l5xpnoDx4Fm7rJqoqpuo4kgEFdXXw/Yo8+Bl1VUTO4GogAQ8IbMarrNahX3AvnkXXAvhdR4/cCCcCXOobr/c153WyOQ4OBdtIuctKF78HE2YsgBw8Cx36H2moFbQBGT52KmulDAZqvKTt11HeHoQKonzkDE/vgWsvQ9ZenkT54EHXnnZd3bC6G2L79iL3wL4wdNgyz+3Bf8yGTyeAlAO9617uQ/unPEHtnK4ZPn4apbF8WLSLH8srn4b1jCbyyjNjDy1B/0UVQPvQhgB7TADB4wwaMufwykxode/Qx22O7ENhzAABOJy778pchVVUhNmUKRj6yHFOmTDG9h6ZpeJKKPG63+ZywKtgirOMfG7MdDgcPdAWI6h2JRDBixIiynEGxg4cQe/4FjGlowCxhnxKRCCIA6keNxCTh/u4X/oXUjp04b/QoVAv35xvrKoX0G+vQBaB60CDTd3fyu9+HFo7gsnnzeFlJX0HaIwF7AF9tQ4/PpV69/84McAAYJHVDTpC2olr9DMgnt8HpySCBKqgpCYpbxyW+A9AWfR3SO1VAJoarFsxHxjuqT3+j3iIshOUVQo+Wwbu6uvCXv/wFe/fuxde//nUMGjQIoVAIQ4cOxcgK1psMHz4cM2bMMN03ffp0PP3003mf43a7bZU5p9M5IH8oAMCI85H5XBBvrl2N+U4nFBeZbCpqCorTyWu7ZXcAstuLkG8RdBpcpus6tmzZkrcWRg74oXZ2QkqngIUPIL1tMNzOPwAAnL564Kr7AEWBoqnkvSxQasl6lBSJ5n5/V5M+e7bxXlfdB2z/K7Dzb5B0s11XUZO271UIepZag6uqUHfX1wEAGgufUFU4UinIfj9qCyTiVgqmY4kGqTm99TxQJy/o98XSZ7NqLRyOLrhHJwEdkA+/xjdNHnXBMzKNjD4OgaYDSEafg9O5uCL7z9pjjR07FgcOHADT1uVsAh0dZjfD/v370dTUNHDPnTyQw93QZZnUTIHUuvLPoBGl3+2QgQxMtuV8n1NnLpl0hmxDz1FJ0SHLaf43ACh0G4dgbXfopORFT5FtnLW15X+n1eRclDNRyHbPpcei4q0v+/xCDRm3pVir/X7pzEJfRT8/7YCg0TGK1nzL9VOAo+uhxI6R++l3LbkDOa87b948uFwuBINBtLa24vrrr0foSAzBwA1oijyLGZOXYP0Vl0MaOhQLnE7uwKiurubBZYqiIBgMcodGKBTCzp070dTUhLlz5/I08UDAeH9WE67req+Pa3YuzZ492/a1xHC1/kJVVRXC4TAymUxFzlvreSGlM5B0HbsWXokRbW1oaWmBoihobGxEKBRCc3MzRowYgZaWlj4bO8LLVyD2yHJ4P/0pxH71JPSTJ1F75x2IPfoY6bYh1HimfvNbxB5Zbh8SddV95Pq36h4o3TQnxVMHmVquM6lx8Nnsv0RL2BRvNWSXCyoAJZPh9cfO2pqcc1D1UTttMmX7nYSXr0DcErSVpH3HtSNHoKTTiP78F/yzyDTrRZdkqFfcC+Wq+4CVXwH2vQiJ9ewe0QRFQv7xwG1YfB31U8g1rJooSpJGAyF9Pii6YIl1alBphwvnqFF9em1wDB+ONADnpEk9fh+FllhI6cqcDz2F0+lEuouM0Y6GBtO+yAA/PiM/+zkAQEqnUXvnHUj84Y/QWG3/NVcj9shyyLRtGDsPyu3cIgPwXPtuJF94Ea65c+CiglTtnXeQsihNM+2faJ21jisOhwPBYJCPAQxsLBDHgAsuuACtra05rswZM2ZAVVXb1ykEB7OoJ5KQjh9HZss78Fx3LeQ02V+lqtq8rw1DkAKAzi7bY6GveAIr8ZCrq8y/u7caGgA5bT8mVBT0Gi47q+znD30NFxU9IkdIh5VkF+Qpi4CT26BlZQSawtAyZL6mKE4yZjk8QCYGJ1Q+vx6oXK7UfSqbdG/evBnXXHMNampqcODAAXz+85/HoEGD8Mwzz+DQoUP49a9/XfbO5sP8+fNNqhsA7Nq1C2NpS4UzBs4qYOh56K4+Qm/bp5fD5UNo51EEAzegWu1GXKnBoEGDCrZ0kgM1UAFkh38CjgULob3yDcO/zAJTCgQmyHW1AIqkl+f9XHns/D1JL7dpUSN5PLxHqtbdDdlSI9TnyKaNcIpygtTo9836v3qnxeAIGAsTmrse7Ss9CCyU4Z90AMmjbnhG/puQ9QqEW7ALqHVlLhgZBilKVA+Hw4FsNosxY8acdq3CAEBv7+AqN5CnZZiD3MeC1ApZcSUXWchjfbp12QUJpKYbWfJ8SSaEmi0GmYLU1Bh9LAspEIBj4sTyP1SfppdTRTQdJd+Py9IekIU6snCTfOnlg6jfJUxTpFl7M7f9udnY2Ij9+/ejpaUFP/85mWw2hf+OxuhKvNX9SexaeCWmCjXYQG56OWD062aEu7GxEclkkqspYm0zKzOoRDCgGKR2qsH639olmJfb/7YQtHgck9esheT1YueFF5AwxmAQe/fuRWdnp4lw99nYQROJvZ/8T8R+9SS0zk5o0ShAF0GUSROh7tkLAIgUIyXWtpfJTqiOoVCyrZDSuYn4gJheLnT46O7mj8s2tfSF+nTztka33oLoj4ha7r/zDlN7qe77H0D8d783PsujZLsD9e/BsMu/Tha/B02mO0iP7XFXFg5LEhPM6+iYROcFkhYH4CDX3KyxiCE5dZ7SrowYkfelK9GP2fepT0FPJOH9j5sLblcIpfRH7y/w3uaW+t1CwW/KoEEG6b7gArjOOw+Rh5eRJHTaw73ccLjAnXeg4ytfJa9pCRks1C4MIPMH5mQBzGNwPB7HRRddhC1btuRNIx82bFgO6dZ1vUeBrSxITU/E0bnkDqTXrUf9008JQWoe0/YK7f2u0bKg/kK+FossiLJfenWza7Sz5zkfvQJLL/cOAQKjgWMbSb9winAwAH8jnZPOJ8Lamdiru+xo0zvuuAOf/vSnsXv3bn5xB4BFixZhzZo1Fd25JUuWYP369fj2t7+NPXv24Pe//z1+/vOf49Zb+6an3oBBnvTyUHQEgtsPoCn8d8ggg2AgECjY0om1DdPCZEKgtZIVal1yAUrxiaJcQxPQu7qLbGkDR56Tuwd9utmgJQt1+ZIk9W7/egsxRdpVJuFfsBTxVpLGqvjJb6m5CPHRa+YAABInZyLpfDfSx11IaAsq0jZBSyY56RZV7UCG2CoZSWEK3vDhfdMOphQUalNm1yJPhNZhJt22LcMc5D5R6c4L1qebppdr3bSjgAeQNKp0S+T3sWsZlt7wOnksI6HuB8v5eVkWeHp5H5But9+4wNn16mYXPXbBzpdezib91pZhBc4P6yLq3NRqhHyLsOlEB6asehVTXl8HALYtwwAy6eOJsJLEJ2+sxsrtdpsWXUyt3HoBXdf5awwE0s3637Jad0a62blSqSRzdnxP3b4dTU1NfALN0uP7nHCDkIbAksWEvLDfc/du8qCioOEvTxkbl9JOUmx7KSnQqmnIUtreMihO6iWXhXTLMmn1ZQEjALbtgdgiws03kW09HgTuWEJaGlGYCDfAxzGeXg4AgyebX9euleWq+8gCLmCQbmc1aRu4+kFg+zNkH3TyGWWvOb1cdhmkqFC7MHY8Wsfwco5H58wZGPTYD+AYPbrotvnAv/cBQbrJGK3YBP4xWEm3LgQDa5EI3AsWkBuq2uNWqbquI72OjKuuEpL9rUTYGhrV2NiIadOmYdu2bXjiiScKtv+y+93Z67N2YqWCzQf17jDSdHFWPdpibhkmbk+/d+1k/5JujXd7MM+J+f7H+6FlmF16eX+CkW5PHUCdRIx0yw4NkU1+o/Mwm184zrxe3WVfhTds2IAvfvGLOfePHDmy16E0VlxwwQX461//ij/84Q+YNWsWHnzwQaxYsQI339zzVc/TAmxia1G6NcWFplmTMTe6EgmZXCxZS6empibbFUKphpLubjJ50NvpCqPDm7OtHeTaWvK87q6efw4rKqR0A8aigN59Kkg3fU+nF1DKr9SIvDOK1G1LpF2C6iAqoSqTFiySz4d09XWIhGqQTF3S616J0f/7JY7MPp8T67lz52LWrFkAgLBziLntG8WpTIrszaRNsyjdjJQBMJRuOllm30dhpZteMFKEYGdbyUVDEbmkRL4/PWFuGZbNZJB47m9k+4nTUPXud+d9n4JgxDVvyzA6kegJ6Zakwm3DrD0+rWMUJ91ULYudICm8RZRuADh61Nxb+Rf1DyMYuAGNI32YvGYtb3mYj3SHQiH+G+q6zo8XRrqtAZq97dPNjslsNsvfl5HuYotBfQl2HWDhbslk0tQqsFIkmB3fUlVVTvkX0L89yiVZhkzVq8wuQrrl2lrEfvs7soHTydtJFoTY9lJXIatkEVLS7Be4xEm95CRjAyPdUnW1ebxh+1pAcWWLCHqUumZo8F5gyWJC4gHeQoqDjmNZkXQPspJum8U9WSGq/uoHDdJdN4G08Fl1D5/wSsSIm9un22nU4hZSusV+zC+++CK6u7v75HgshgGldLcT0i0Pyj9GFyLdejiM2OOPGxuXcmzbQD14kLSjczpJX/hi21vGSrte3UOHDuV/F3I4BINBfn7U0Pmb9RpQKlif7sy2bUCSLYh3m1qGiWBjhUpzDPoLeZVubz8q3dZreH+DkW41DbDOCDXGgrtcJcw/Oek+85TuspmC2+22LRjftWsXGvqgX+P111+P66+/vuKvO6DBVSR6klCS2jRSAWbOQPolD1SJHMBMaclf000uujr9zbROujBidzG2ez5TkntCavPay3uudOcj3UzJ71f0pEe3gOphu1jJMSQFkONbAAAayIVB9vsgMQUt23vym3rzTYja3rx58yDLMloO70dHd8xQegScStIt2tY6Oztx6aWXYvv27SVN2rTODt6jW1EU8ySYKd2Wfs+F1ErJbbaXq63koi27jMmHJGmApPMevlxR7e6GRF0rzjm9qPFl52w+e3mcke78KkpBeIcCXQeAqM3iqXWVXHTjqBlAo0eWn2Z66BpZHCiidIdCIbS2EpLPW4FJMiRdReMoB44BQCYDLR63Jd1sEscszfX19Zz0spY0lSbdbDFInHg6HA4ToThVaGxsxPHjx3HkyBG88847AHrW/7YQxB7db775Zs7j/d2jXGkYAq31hKF06zoiDy/jqjCzbgN5ejTTjA3UjAO6DwAzPgplG1HKicU6F6ZJPR1HtM4ucp/X/rrH+3TbKd0UGk1UlnyETISXrzC1kAovX0E+g67zeYFJ6a4dB8gO43y0uzaJdvrh9DdSM+T2wgeA2TcjuPMwJA0Yhk3k8wiT3rcbrkV4QQ2mrF5TkHQD5Hjs6urCnj17aH5I5Y/HYmBjNwTyeqrAlG55cAHSXZWfdKfe2oCs0PLTd+stwCv3IJl8EZ6LLyQLKmIJ2uoHiUNOVsj/dOE+HST9sV1z5tiWQlhhHSvt5gX79u0zPqfNGMDGR5b9ABCi3t3djWPHjvVozOCkVTinTKQ7R+kmYZps8aO/oCfZ/NU8NnB7fL/YyweI0q2mDNLtGwpddkLSMlCqhGOMLeqfgaS7bKX7/e9/Px544AGj560k4dChQ/jGN76BD3/4wxXfwbMSDnulG04vIDuRkI0JbDFSJNGJpxYOQ0+nIcXoYFNdWk9Aidu3u0rbdxHWFbVqMuD1zF5uX6Mj9WZRoLdgSredha8I9FcfgH9mKxKHyOfJdDmggLyemqE1dT4/rxfU0z0nvzt27MDf/vY3JDJpqHSC6HA4uFL87quv4TV6kiThC1/4AkbQyVS5LTwqjcbGRkyYMAF79+7Fb37zm5JVEq2jg/fozlHEmdJtUUxLUrpVFXo2i+xR0u5EknTzdrLOJwDs9TKdXZAcZOIslbjYZYui9nJKuqt7SLqZ0m1rL7fUgzHSnY4Zi4MAUdnZeZ/sLKh0s17WLFXcKAHQoUsKVm7rAuh3mBLsgIx0iyR33LhxAAjRZurabkrCrL2qe0u6mYK3efNmAGSxoLm5ud8VvHyYPNlQO/tCdWZWyJ0zppsyV9jvUltbW7A0pNKQG8jxw5RuraPDZMMOLFkM/9fuROThZbmqICPcCx8wcgzmfQHqkMsBAA6vvQ1VnNRb7eXWiTWDSLrF5GbT69J8Cdnr44sFrosuBAA4G+can0FNE3sUSJ9uDsVBiDdDvvFmwVLymY/R36h9J7m9YCngqYGsa9hY8z7svuIyk9Id8i3CxkHvh6TrgMddULFlGCRs058uCIaBonTrug6V1XT3UOnO7tgBl9BxofrGj8J16WXwpJ5H5rXfGw4GwDi2D60l/8uG8yvD2idOn1bSvltdlFalOxQK4fDhwwDI721X8shq+Jm7DjDGjKFDh/YoY0OyaQOsh8N57eUKXezQTva30m2vvLP91/qTdJ+ymm4qasTbDVeRp5aPUTIl3bquGMfqOdINLFu2DNFoFEOGDEEikcCCBQswadIk+P1+PPTQQ32xj2cfcoLUKEl1+QDFVRbpNpTgCNQTJyA56cHuLW1izuzlFVG6fbT+q6L2cmqfP5U13eUSqdUPQnr1XoSDAUQ2kucqXoMAKGGiHpmU7kyunatU7Ny5EydOnEBrtQ9ZSh5FVXfN+g2AJEHSVW7PHTOG1NqcPHmy3ybP+eAXAvJKnbTp3d3cXm6q5wYMpdttPpYK13QbE1s9nUb2cJ7FCEduTXcmHCaBa0BuQFk5KGQvVzPG/T1Vun3UHliK0i2GurFxChKpwWL29kRHQaVb13U0NTXxSTmrQW5wRDEiuR0tEWDP1VeRx+hkVVEUUxAaI7ls8pZKpTgpFtPORfSWdAOEeE+fPh0AGYMHCuEGSL9yBqY4VRJ6IoHdV1yO7RMn8O926NChGE3rbru6uni4Wn+MHQp12DGl2zFxQo6izYg3rBN7TTXIZpz2DfY2QJ9MBARZtq/7N9vL6cIoXZiWbYgA25a8pwbkuW4ze7nW3cXVes8115DPNWGisXjwg4f5c1TFolyJFvNC16YFSwGZ7rvsQrr2/YTguQNojK5EU/jv2LVwIbZEY0A2iZBvEeksEP47Jr+2Bsqw4bY2eiv27t3L/+6L47EYBgrpRiLBLdByKTXdCUa6jf1WRo6EY8J4flvr6IDn7pVIuq+DU90NjL+KEOwnryb/j78K2P+KcYxTZPeRpH7HhAkl7XohpZstfg4ZMoRvK5YWsN+bjY9sXHY4HHwsbmho6JFDSKrOvZ5q4XABezlZoNPjcaP7TT/AmL9aRCO2ENefQWoDQekGAMVNFgCctFsTtZfruiB+cNJ96l0qlULZ9vKamhq89NJLeO2117B582ZEo1E0NjbiGnphOIcKwBqkJqSXQ3EioRgX0mJhQIa9vBtqSwsPQSlVcZNrexFUZl1R8w8HTmzpmb08XxDFqazp7qm9XFOhNt6ByC/+DKnKDV0JQwa9sLp8QIq2Z/L7jQldL0Kf2AUyrWvcUi3WoLa0tGCEdhjXH/9fhOb/EcFgkIdb1dTUVCTluTdgtkSgdOuqHg7nJ91M6fZUAzBbhPNBEq3oqRSyB48CU222U3R+rHJ7eTRq1EE6e0G62TmrZchFyCEoXCxEDRJQVZqLJQfl1HSz90h0mlVwib5/5CjZpwJK99y5c+F0OvHUU8TKW1NTg+7ubmQlFz7YsQKh6Q8hePFF0BMJTKGERgzvFCdpjHSzCR2ztZ44caLiSjfDhAkTsH37dgCnRsGzQygUwtatW3n3gSlTphTsbtET6PE4dEnCjGPHcIiq6tOmTeO15MOGDcOwYcMwYsSIfhk7ZEq6Vaq0ufJ8TltrOcvJ0DSjPKO6HlItcfpoacm2JaZpUs9quukxyupMrRCvXXoiYR5TKJi9HA4nV+tjv/kteU64m38GKUv2VVdc0CU6bq26jyhEgycDe54n9zEXFrMZi7kgqx8kY4nigqSmkfzWFUhc+t+o+ebdgKMKjdGV6N5ag02XXIlNmA8EJN5Z4NWFn4AybDTsusCLyeShUIgfF16vF9OnT6/48VgMvDToFNvLuaXZ7bZVaBnERQJd1zlRBwDJ74PaKiyq0fBCz90rDWUbIESb/W8h3ACQpVbwnpJuUelmv3UkEsGJEydMoWjscbvnOp1O7kLr6TghV+eqtlp3t+Hcsyjdks9ndLxpb4c8alSP3rdc8CDgvEFq/WkvP8U13QxsDkHzpeRqeozZku6zWOlmuOyyy3DLLbfgrrvuOke4K408QWpwlW8vN9LLw1BbWiCx5NESiSIPUguHoZc7MFpP7j5Ruk9De/nC+6CO+xT8jd3wNyWgDzEmH/rweUhEm+CfG4ZHXgM4aa/nXtjLOemWwO3lTqfTZM+93kdqvBoHx9DU1ISDBw8CICrhqaxRDYVC6Ka/rWgdLqaWaJEoJ9059nKmdHvMk+OCNd0OBw80UltbobXbh5lJSq69PBuPQ66I0i2097FazHk9d53JRlgWvIWUbou93FNL/k92GeMUWyzkSndnSenlbMLFgniydC240bUT03bsgC5JSNJMCmsdPoOodDOwVPq+ULoBYOvWrabPcKodIeL5zJwqxbpb9AR6PI4pq9dgZiTKv8O6ujr+G9TV1XFVqz/GDqZ0s4m2tR1TSUh2cbs2qushDSLZBLJbtSVrvEZTtJcz0m1DBACQUiF67OVTXZnS7Zo9yyDY7BoeIedSYMli+D9Nw2TFRTwWkNZhKMtwBwwyJo4Loq1+aQopzyIEmsJwtv3FeB6AQScP0ydIkPUMGqMryS1Jw/ZJEwuGXLK/+TiYzdoqoH2NgaJ0a500uXzQoIIOAdP+WmzcejgCrU0g3R1CSzu7dqKyI+d+XdOg7mdK9/jc59igkNLNznV2n7it3RjAtnO5XD0m3eFljyC8fIXtAlfmna3IbCd17zl2bkniyfH9aTHPG6TWn6Q7M0CUbgYPGad1hXwHXOnWhHHqDCTdJSndjz76KL7whS/A4/Hg0UcfLbjt7bffXpEdO6uR045HsJfLMpIWpVvsmWiFmF6uthyDzBS3MoPUoOvQw2FIlISXBMVJEsLYZMY/wvx5ykDeQetUku5eBKlpXV2ALsE/rQW60+jZrHvHwK2vRnVTGCm3kYzbmyA1TrplBVm3UdMt2nNxhK74ho+g8crP8vCbUxmkZk2CTqfTOX2Z86kleiQCjV6Q8yrd1WYiWEjpBojarSeTyGzfDj2b53wTSDdXupNJo6yjN0q34iALWdkEIbPeeuOxOJ1A9NRaDhSp6bbYy0si3YWVboZAIIDu7m5OqLNMW4y1YUaritTqNQi/dxF5W5tWTIA96Wbp5X2hdIdCIe7AmDJlCgKBQL8reFaI5/PWrVuxb98+HDt2DO9973v54xV5H/q9pn0+vrBRV1fHbe2pflYUWU03v13ONYqBnT8uP+BwQxpExkPZrUGLRqFY8h9MNd2WPt15lW5JguTxQI/F8oapsZpull4OAHKAnDt6WFhoE3NeGKz9xgGg+ZfA6983q50i4ab3paQFSAVfQ6ApRB731ACxVuy6cAF/KU1yIuRbhMboSkwLrYKz8RLTMW9NJg8Gg5gzZw42bdoEIDf0tb8cVAOGdJeQXA4I6mwymbPgo0Ui0IXWoZrQ9hOvPmDzplnyewrEWz12jHwXTieUEluxFavpFu8rNq5WgnRDlkk4ovg8SQJ0Herhw1Cogm1VugFiMVePHevXMLUBQboHSpAaA1O6FfKd8JpuVRBJzlbSvXz5ctx8883weDxYvnx53u0kSTpHuiuBPOnlTOmKK7WmzbPZbF6VTvazCzZRuh1M6S5RnZVcLkhVVdATCWhdXeVNaCSJKGNs//0VULotqhW3v58SpbuHNd0gdv1IcwDK6FHwYi2/Xz+5F9WBIMLBAByfvrkiQWqcdCsKV7pdLpd5BTpAU6fDRwAQu+ipJt2apmH69OncwpvJZKDretFJm5TJEPuYo7DSrbh9UBSFTxKK9lp2u4FkEplt26GreUi3bKSXiy3DKlLTDZBjLZvIrevubYgaULim22ov56S70+axOuOxEpRu9v0z4pzV6HcbPwk5MI68FJ2U5FO62f3pdJovQvaV0s3IRUNDA9ra2uD1ekteDOpLsPM5GAzy+vjW1lZomsb3R7T+9hTs+I5Qcunz+eB0OvmCSLKfyY3SMMR0u0dKt1DPDQCSj7ymJAN6+1FAqMHVNY1bfk3p5UWC1Nj2hUi3xki3QNwlv+FW4+AL8Zb3WrCULHatX0FuWwk3YKpjZ6r0xGQS0eYA5KFD4dNU6K4Anhu0GJ2eMfxpjeF/Ihi4AQAw2rkB5w8aDM/MGQgGg/y4F3MNmpqacOLECU66VVXl52b/ppdT0n2q7eXUCl4ouRyw2Mst55IejZoIWvKll+C/9RZCrF+9l9+vSrVQ9C7STYItwtBjILuXWsvHjiUOrhJQSno5I93FCHQl7OXMBRJ5eBlxj6gq5KFDoB1vhVRTA3nwIKhHjgB2pJt+/+pAULq9LEitP/p0W9xq/Y0cpbsWAKBL5DdiLcNMgoZy5vXpLumM20+tKNa/z6GPkC+9nJJuUekGyACYl3QHKCmNRKAeOwaXqzylGyDKgZpI9IzYOgTSze3l5SvdWp70csNenqd3cYUx9dgfIK9tBq66L9deblc3lwcsdCeZuRTey24AXvsOAEA58QaiR6ci0hzDoK/4jJXcHpJfTdP4BTPjdPIgtRxVN2Ao3YBBYoplBvQlmpqasGvXLk662WdxOBwFJ20KvcCx9PJ8SjdcXrhcLk7Oiirdbjd0kJ6g+ZRuOHRo0ajpfVVJMmq6RYt4T+D2k5rrvPbyCijdsVbwBvIMOUo3JTaZuNH+o4dKdy7ppt9VOsLP71QyCbjdOT26GcT70+k0nE4nJ3+VJt2MtLa1EaLmpQSpvxW8fJBlGdu2bYOiKMhms2hra8PQoUMr1tKM9emO0AlkHSW5dm6D/oBV6S7LjcXAlG7WYcPpgZaVITs0aB1HAZzHNxXJG7GX08kkJRNynpZhgBCclNdeTsYOWVS6mVstIlzj6BimO23Gk/c8Arz5KEkIVly5tmPh+sTa3yU8bowDEN3eAN/C+/DcHhktHnPF9qzYK5ChIRi4AbELqnHBiBFc0QZgS6a7LF1P2Pjdr2DEK5OBrqqQrNeDfoJeQnI5YFZnNeZukGUyF9B1QBi30huCSH5nETyp54FRlwBH1kGHjPAaoO5yAJGjUAPnQxGIt1HPXZq1HCitT3e5pLtXSjcsxBuAdtxwaLHzy64dGm8b1tGPSnc8D+muOouVbjaHoKRboTXdmji3OgOV7h7XdJ9DH0IMUsumjJ6b1EqWkM2EuRAx4vbyri5k9+w1bK5lWKIlHqbWVfJzOMQEc1HpztMyJR+MtFhLTXegf4PUdEmGsuZ+QrBFe7ld3VwBsO9Srq0Frvk2/zp0KIjtofWEPj+3l+t57OW6rqP7/gcQ++MfbR8XV6QzHo9tejkAg3RHjgIwCKjdxbU/0WG5MJayP4x065QMybIM7F8F/GAScGCNoRI5vSbltJjSzSbXqXXrAV2CbhOxJMmARoOD2HeoOR2QPQp/z15BTA0XwZVuMwEpC6ymOxPPdaNYV8nFRbsoTXLnpJuFrBVOL2dgEy5G2nQd0CAD6SgvH0lRp0c+0q0oCv++N27cyBdSJEnKaTFWiHQXqjW12mdjVJX0Cqpkf9UxFwLbB/b5WA/cSiSsB4NBbKWEsJvWMjPSzRbk+1/pbjDd7pHSHaNKd7XxWnqWjgddLaZNxQmyVFVldJhg95USkpWw/460qI29nLvVIkarsYyxcJiDNf9rEG41bbSQsgE7VrbW1aH5gx/A1lmz8Oyzz6JFH4bajPlzb/JdB02S0RT+O+CQoIwaaTpXWOcLEd2W6/KpWMQVF+pPpcWc1V8XSi4HzKSbzWskv587KkQ4Jk5A+o3XkHRfBwyZCQBQoxLc77mR/K1VI7ZqH6IHJ0JtI6S03BA1oDzSzRwN+cDmJJUIUgssWWwsDtPxXw+HocfoOSp8l6wO3K5tWOzRxzDi2ed6tA+loKi9PNGfNd0DROmm8wQd5PrMle6McOycI93Ahz/8YXzve9/Luf/73/8+PvrRj1Zkp856iPaPuGCBcTHSbZ7AFrIAczt4Oo3snj08vbxcpRuoQII5U7qhl30SDZQgtV3DPgb1insJwT5GwsdwYHVOjVwxmEj36gdJOZIKSFBRPYz0vpX8Ph6khjz28uyOHYj+/BfoftC+XZ94bKSrqkxBaiZYlG72OMsMOFXo7Ow03S7F7q6wCa2XTFwVRQGCPwM69wIbfmQsYrl6RrqRShGrudXaCUBy6NCoAsrJncMByS3x9+wVeK9ui7ODJy/3Qul2+wwlvvuw+TFGwtlFUHEYRDpCJ+fsXDe1DIua99sGVqUbALKSC0hH+fmdzhYm3eJj77zzDp/8V1dXQ5IkU8ATI+d2pJspf4UCohjsSPdAQWNjI2/h9dZbb1WspZksy9g2fBh2X3E5uul3UVdXh1AohB07SHhRfyvdUm0tL8MBemovtyjdADSVLgKFzRkHnHR73EQ1tZChfDXdgEEA8yrdNL1cJO5s4Qmaxmu+bWu6gZyANCx8wNy72QaNjY0Y0dWFlvNmY2/jXNLNQm5HQ+agabvN/ndDVtxojK7EvGEqNkejCAaD/LyrqqrKOXcGBOkW2z2eQos5U1aLHp9OJw/t5CULbjdffBEh19YBVz2A9h9uwcnv/oNsGxiG6k+TMk9JyyASqkH3iykcv+sFJNesNUj3xIk5r5d33y2kuJC9HEDBOUMl08vDy1eQVVqHA2DHlq5zQm1SumkdeIaOU2xxPLx8BWKPLIduLUOrIIzyyDzp5bGzQOmWFQCCis2C1EDGT8VDSbe4nnOOdANr1qzBokWLcu6/7rrrsGbNmors1FkPcSUqRpMqFTdvLp+QzRfaQhcy2edD4H++BddFF0IZOwbKIPrcMhK3e9WWS1S6fYJdrcy67rwrhUJNd3+RQ+3yb5HJTMcecseOv5ZFuAGDdHtc64BV9yDlvR4tj49CPH4x/FOPwj83bFG67X9jtY1cXPSuLug2JEK8OGarPDxILYdg+mlNd6IDyCT447qu9zrluVyIEzerPXHz5s2mcDU7KDRZWPPRVExFAVrocw68amxoUbqL2h7dxrZV734XJJuLlyTr2HnhBdi4fr3RT9rh4DXdob0ni+5/4X2gi2U59vIKBKkBwNDzyf9H3zLff3QD+b9+mnEfU7Q56bbYy8NHieIGFLTVizX1LBAy5FtESDdNbk7TSdmJEyfyfn/st5w8eTIvSaiqqspRednvout6zmRPTFdev349tm7dig0bNuSQVlVVuZo+EEk3AMyZM4f/XbCl2ar78pKyKcf/BHmNEdDU2NiI6fv2Y9fCK9FOywBaW1t5aBZArkf9OWZIkgSl3iDLcl1t+S/Czh+voHSDXmuiJ0ybMtItU2tortKdX0kylO58QWr0tQWlW/J4BBWPnvesREa8vtoEpGHB0pKIdx2rF5dlSJKEFm0wDnjmmLaZEV2FRnkzAGDH7IXYuHEjmpqa+PnEzj9x/B4QpFuW+cJIPodBf4Ap3UoxpZsG7gGkXztASLfkF44JStbUjg74b/kyAEB2kmu9Mm46ECALbrIjA8mhwTF9GpBKIfzQt42a7l7Yy62kW9M0029b6PyvSJAaCFlmvexHHtwP/9fu5I/xRS1B6Q4sWQz/1+5Eag3J0FHb2/lreO9YgmOLrit7H0pFfqX7FPTpPlU13YBZ7WY13Zp5/NTTNkq3euoWyyqNskl3NBq1DbNxOp0Ih8M2zziHssFSigEycQW4QqZpGlISGXCr3eRCXEz983/5S2h45mkMe+N1OIbTiXI5SndNL+zl7HMoLqIMsttl1nXzFi15lG5kMnknMn2CBUvBV+1kZ1mEGyDfpX9uGO74c8DCB6BO/CwAILZvFMLBAAJNYcg7fiYEqdnbqjVaJwbY17Vble6si6z655BuT42hmoSPmh7v7zA1pjZu2LABEdomhyVQb9++PTcYzQJuL6+m9nJdJSo3YCxiyU7A4eqZ0g2g+iMfMV+86MVEqnJC0nVs3LwZu3fvBgCoTickKYuQbxGC2w8W3f+CKGov7yXpHn0p+f/IOuO+yDGgfScACRh7hXE/C1Ozkm5Wq9UtKGUFbPVsgiZaxDf734NQ9bsh+8lrskvuoUOH8n5/THEbO3Ys7zN/8uTJHMIs1vjbTQ4Z8d68eTNef/11NDc356jELBldluW8ieqnGvuoogUUaWnGWk1ZSJm89iFMP/YH0oFCwLRt2zFx7WvIgkyOduzYgaamJlxwwQV80eRU1nX3KkhNULp1ep1FrN20KZsgczXaSrqLBKkB+Uk3y4OQfEKQmiQJrT8piRU7mvAnq/aLv4x4a/mJUCtTUXUduq6jXo4gI1eZysCmJNbzRQlNTee0ihLDOXfs2AFd13OcSlu2bOndomMPMRASzEut6QYgkG5R6TbmbI6pU8jjnR3o/t9vk9elSmHmcDvgCUB3ke0Vn4pBP/sZpKoqZN55B+qhQ+Q1emAvZ2Ov1V5unSMUIt2VqOkWCTer7Q4sWZzjMrGmlweWLEbVBz8IAEitepW/hvf2r5T1/uXiXHo5hUi6mb1cM4sdWko4Fs4p3cDs2bPxpz/9Kef+P/7xj5gxY0ZFduocANSSSSNOvEP+pxdXXquoq/B5jP6XJYPZUsuo6eb28h4p3XSQYWSB2WvLVbq5umBNf/QavU97Yn/vKVY/CNBJJ7RMQRXBDlpXFyDpyIy4GViwFMpw4gLI7t2HSHMA4WAAklOBxOzleYiv2PZCt1kUES+GuqIgTUN+cgimJJks5pIkcQLU36SbkZ7m5mYAhHCzi/PEiROLWmQdcUa6yWeV0zbHBT0Oy1G6JbpgIdfXw33lArMjhdZDy3U+TF6zFnOGDzcC4BwONPvejWDgBjSdP7N3Fl9uL88TpNabmm4AGH0J+f/wG8Z9B1aT/4fNMdRtIJd0s++DKd1sgYO2OswHO9I9I7oKwcANCCbjyHg8iNDfcvLkyXm/P/ZbplIpNAh1vlaVVyTt+SaH4vZ2AVGitbxQz91ThVAoZOojPm/evPz16nZq6OoHoay5H9uHf4I4ewRo8TiG79jGb7PvV3phMdw6Off6q66b1WnKLMGcdtsAyMQ8vOyR0l6I28sbuPKvszKupJArsfpByFt+CMCYMEsWEUIuaC8vEqRGjyvZa3aGSLRtGOvVbQSpCe+18L78i78LluYN+AyFQjhJFyqqOzsxd9w4nNToZxeO7azk4jXvTf5jaGxshK7r/PoQj8fR2NiIhoYGRKNR/OIXv+Bkyk9JfSmLpn0BsQ3XqYJR010G6e4ySLck2MudU6cCIHOe2OOPk9elpDu1aRexXVeRa5JjsBOOCeNRfdNNxuv7fJAtWQgF953+jmyB0TonsJLwQiS6IjXdmmYi3AzKiBGm21aSC4A7A6DrgMuV8xp9AS1vejkV086Gmm7AonRT0p01z7v0lGY4O8+RbmDp0qV48MEH8alPfQpPPvkknnzySXzyk5/EQw89hKVLy1P7zqEA6ugqZOvb5H8L6fZoUTgVckEsixT1oM1Vr5Rupn6x92OThDJ7dTNbmDWkRpIkoa67B/vXA8hrHyITVGbRn/fFovY9K7SuLkRCNVCnfwkAoAwn9e4a7XUb2TIIuOZ/iwapsbok9ppWWI+NRE0tgDyqbp667lPRNqyxsRHjxo0DQI55RnJGl9BXlNnLdXqBU8RJM4Mzl3QXVbpZ7eIHP0BarZjyCsiiiRwgrzvb4cDs2bMBkAC7YOAGNEX+icYLLy26/wXB7eV5Wob11l4+ipLuE1uNoEBmyR93pXnbfEp3lWVSWSBEDbAn3VPSzRiS2oPt3TG8eNfXkKK/5ZhXV6P905/BRqFNEYOYns1CvSRJylF5ZVnmk718C5bFAqIGcj03s9PPmzeP3zdz5kxumy9KvO+TgFX3QL3iXuwa9rGcTfVEHAcWXERvEIt+6K03gLd+CHe2C0A/Kt20TlNrJXXXcl0tJEniSlihxR4TYoLSTZV/xdUFAJBSVK2l9m09S45XZg3tWZBaHnu5jdINgKucOnMz8Y4m+d+rFLBjpY4u3qarq3HeoMEIaHT/BKU7K7kM+z1d9BPPn3g8Dl3XMXToUNN71NTU8O1yFs3eWEYWOfoYbOweEDXdZSjdvKTP7eb92gHAMWUK/9t18cUAjJpYR+NlpHb5JCHCjlF+SJIE3xe/wMsUHBPGl7VYyMZo5jizkuxySHcllO7AnXfYkmXmCGGwdrsBgPizz4o7QxYo+hj5nJp8rEimeHkgW0i0Q1kLiVYMUKVby5rHaD0rGYuSjjOvZVjZpPt973sf/va3v2HPnj245ZZbcOedd+LIkSP497//jQ984AN9sItnKepoyEUrqaGyku4qLQwn/fVKJkWZJEkzBcoi3VJvlG62qsbej9nhelzTbVNHy0h3P5Q3TDn+J5JevvABY0C44JaS6uZE8CA1Wn+oDDO3Z5H95EJZLEhNFZTu0kg3+R3sSbe5V/epJN0AMNim9q209HIyQOt04iInWb2mMBnsgdJdffNNcF16Kfxf+AJ9Qi7pVvzkPq3tJOZNmcJbb8l6Fo3aBnMbrp4gn728EkFqAOAfBtSOB6ADR94k9+Ul3VT1ZoTFml7OUCBEDbAn3VlXAHVZmooufGfqM3/FllQKG0OhHMWMke5Dhw6hnS5GLViwwJZs8np7m8keIyJMnauvr895PiPd1nZkAwGspdm8efP4OZxMJrmDJO8EVyyZkZQchZth5/TpODKF1P6PS25C01gvgpveQch7LdwaUWz6i3SzOs3MO8QRJtfW2lpPi0Ks6aYLEE6Z2HCRCZvqpTODPwRAmDDnBKn1vGUY79PtMyvd3F7O2oYJHRh6A3asBKgNPOvxoPnAfoRl2g4ucxw+ugCwq+oiwEsdBXT8MTmpdB3JZBKHD5tDGLu7u/m8Zfx4oY44HQNe/Dqw+n4gcrxXn6MYTrm9XFU5gS6WXg7ks5cb46gyfDgJ84Sx6CO7qRp99fvg/9qdUBO0lKyBtgkdOQLVHyLWasdkg7SXtvtkjGZKdzHSXUpNdyWC1Kxg3Xr4bUvwZnj5CkR/8Chf1Kq++SZEHl6G2KOPVeT97QizrmlAkoyH0Sd+ZXpMdG7yhTi6kGh9nbIXEq3IJhD0X4/QXvv+5Oy616ewq+nOWEi3KhnfxTmlm+C9730vXn/9dcRiMZw8eRKvvPIKFixYUOl9O7vBlO6TJMmatwtjpFuNwEF/vZLt5aI6VkR9EiHzlmFlkG4WzsNbDFns5Rv/r/TXQv6aGEDoY9oPCeaSrpH08gVLSTs3gAwMJdTNMei6zr9LZt2XPB7TCjizkrELqp6H+Ka7OrH285/D5uvfWxLpztKLZkGlm7YNO9Wk+8gRQv7FFfnS0sup0u0hF1wlRtOHGz9nbGRRuiVJyu3nbUH1+9+Hhqf+BGUETeFnx7bi5kRT8pHvVz15Em+/9RYnjJrkQMhXgaAWO3u5plVO6QbMdd2R40I99+Xm7ZjSzcos+LleA1NKaYGxRgzqM5FuRwCalLsIcnjO+di18ErMGTw4x/LNSPfx48f53z6fzxSOxogz+62tY6cYusZUndra2pznM9Lts5CjgQCx/pxNkpndu2BLM7FkRleh/PbdOZuEQiHsvPACDImQvAKv2oVG6W00DQojGLiB5430Z9uwwJLFcF+1EACQ3bW7fMIN5NZ0L1iKjGsOAMCJraaAMtbeh9VuS64ylO4CNd26rhv28mpLbSqzl1uD1AoEFJYCdqxoMBTtzR0dqE+TucLo1B7UUsK/r/pChCJ07Evlkm6AtOtj4WkXXnhhzvuZzreug+DHG3PLNP8K+N31hsumQjjVpNsRj3PXgFxKH3kr6fa4IQkqrjJ0CHfHpTdtIq/roXOP6npS31xHShSVGuO3DSxdCt+ttyCw+Ktl7b+dvVwMri2HdNsp3ZUKwTUp3R43CdGjEBfjnLNmAQDcl1wM/9fuROyR5Ri+8vkK7EAuYRaPOesiADwePkdg5z5bSIw8vAxd99wLraurZwuJVmSTkHUNwR2HSurO0SewsZdrGbMQoWflc6T7HE4BGOnW6eCVo3RH4JTJQFUyKUrRC5nLX9ZqWY/s5Sycp43W/jGl+/+z995hclRn1vip0Gk6zGiUc0ARSSCNhgxKJCOwwWEdfl4be413vZ8TaW2vbfJ6vbsGw9pe+3Pa/ZwTxoYFYROsRBIajQBJoByQNKMwmtA5VNX9/XFD3aqu7q6eaQWD3ufRo+nu6u7qCvfe857znpezYlbtREHuiZU4/vefgpVO1wDdg0gKDDK2yzWO3FGRM95V6ubkIPk8bTsF5wTMJ1FAcq8NVpeXHzdNJMeNRfe8uWXnh1gWimlvRcHpLi/v7OzEESYZXbhwIUaNogyLm0XxCg66LTbBaVweuuiT9kYuplvX9fprcznTHW6hwBuAGqX/by4VsenAASS66GJybGEHOrSLKptZ+Q0veXlhwHYJHyrTDTjruvdXqOcGJNDNgjPdqup8rQrTLS+2ZNC9I7gAO5vofijSAm73ZZdi5qrVmOvhQsyBdktLi7hmOVvtZnkr9ermzF9bW5t4rVQqlb3/dGa65eCL5JrMM2dyecTHQd2/GhfvdJaMWXtWoz35KOImVdhErV7gwPNoy/wJ7clHoaHk7/saHM1f+hL9YzB1mqW8rbySPBGMYcsBsDWxFhT10oR5RvB2P7wEiIcbMMtRVV5eKIi2R2XycgYmSLKxTDcP+S6YoemIFtg6gyShqXRcnJx7FRb/Pg+mGwBef/11MY5ys0F5XHWAbtloMc1ULS98A9j5BPDGI0P9SY6w5eWnZvGu8WMRj9PSpBrhZrrNAwedTPfIUSJJT1idP6/p5tew0cfGurANiLXWYWj+8j/X5VwOlDPdlmU5xs6TXtNdIYSxLspN1OQ6cJ0pLoy9+5C45WZEb70FSgP2QQbMvZ/9PHJPP4OUBMATksM6wJzqPczUErfcjOg//D0yP/5vdM87Z+iAGwBKObSlV6J93kx0dHRgzZo1OHr0aFl3j1pBCEF+1SqYrDVqXeFlpOaaKpzy8rcp6G5tbUUP63s3bNgwtLa2Vvx3JhoUra4eip7ycuZW6Rt012+iBkj1ZBUAnGdw5pe3Hgol6MKun9ZaYno5i+KO1Pf+L/JPPIHcyicBNsBXA92Damk22CBk0DUypK+fvU93uG3KoJu3BxETdAV5eT+vTQ0GYbpAd+8/fAp93/2e5/s8pdSnCejmkwCXl+u6jgkT6L4dPny4HLi6Wh4JeTkD1CpMoHUGNSdsnU43cjHdteq5PYOf93CL+FttCmLn4suwddgwzLcsTOqkZnAaKaE9tKtyTa3f8JKXc2l5MGYngIYSgul+CVj/Lfq3W1oOlINwuX2RXNddhemWF24y6N6jzsTkHD12I/e/6QDeAGB4JF9k1YJlWVAUxVFzLbO8lUC3vPDgAIFf//L7T2emWw65zr1icMB9/mfs5yZdBmvyUoxMb4b2o/OBQhpYcx/at9yG6aufQyZAz33M7KPt+A6+hLb0SowrbK/9fScgck89Rf8IBuuv0+TSckVzJIv04mYAjKA0i2KMsd3L2VxUT8uwKvJyLi0HUO7CHHcbqdG5mAQak/QxJWA8oVBAntD7I2L1CUXduNIOtM9g8vIKTPe4ceNACIGiKNiyZQva29vxyU9+UoA17rUAAOjfZ/+dZvJyNvfgzeca8rt4nGqmW2P3Q7Ue7nK4jdSMXbtQ3PSKeF0dParMOLUMdB+hv1VVXKVIgwg36AZcnVGGyHQ3TF4uMd1K2HkfynXgOvOLMfbuAwBEP/dZdF13bUP2IXHLzYjfegtyjzyC3o99HGm+BnMx72I/Beh2JuLCS5l6uBGGb6YhCLy2Bedg4cKF2L59O/74xz/WBbgB6vp+/G8/iv5/+kL9+8FBt6IJTGPlnSoHYry15eW1U24AHnzwQcEYPPTQQydyf84EjxZXJpIxc1y2F7FSMBQ6UPmWl3PJVh313HR7liUu1rmQWnIHsPcvtCZ0628pGzdqPnB0s6+WYTyrb7DWS0ANpvtkgm5TWmxo9QEdUc/d0uJgAbiDOQAoMQZUOItiWSCmCcUlgU7ySVBRUHT9/uL6l2Es8h5IPSFmjIH+FGUdThXo5mzj8ePHcfz4cUdGvLW1tXyC5qoKALj4S8JIDcZ+QJkAjRjAOCapHddO+6uz+4mDkkGBbi6njgwTYFcJ6yCKgjk7dmKOrqOLMd3HgpNxzbAdwIQqNbV+wkte3khpOUDv0UCUJum4i/lMjwWJm+mWa9wjrXabtipMt7w4U1VVgO5J6iGMK+7A/shC5FqaQTQNqmXBUlX0TJkM89Chss/i55L3do9GoxXlcpVAtxxu0C3HXxvTXVXuzVtNjZoPvEyduZHvg/m3TyF9/1lIHHkF+LdmgFiwLvoyUv/9E2RX0DE3qjCfEOYVErYytb+vweGWXoraR8DfQlU4l4+w/QPW3IdA39P0b0sFrrhbjDEkS4+p7V7uAt3V3MurMN3CRC0SKRvny5juYmOZbksqB8nncsgr9DdFzF7oTFFnaE1lSb9KcwMhxLGQnzRpEnbs2IEDBw6gs7OTPi+D7lQ3TexwYuDN5xvyu3jYoPvUGKlp7H6Q2epq4TZSC8ydi8IaqjpSmpqQ/sEPYUgtAQFSBrqLbw4AMwDFOC68RQYbcglQIBBAqVRCqVQSJThefbu9Qna7DwQCIjl3UphuKQTo3revId/rjtjffxKpbz7IvkwHDKMsCcCDJ+ksV9uwzM9/YT9gicShSMtFBCKYPn266A4DALNnz/b9UUVW9114/gUQw/Cl3BChsbEyMswuvcsTQBrGvEH3W6dPt6+j9eqrr+J973sfQqEQpk6diosvvrim6dCZGGIEmygI4rIrt3u5mUJBGSTTHaqP6VZCTOJcqG1iVRbXfR/4rzkUcGtBYMIFDHTXZs2tDN2mtH0HfULXy5xiAclI7WSCbnkQq5NdlEG3HA55OWe65QVdqSTaowEAMU0kW+xzWUjaQIwYBqzeXhghp/RR7LJXDVWMGY1ljgKEnDLQzdnEJ5+kNVa6rguQFIvFymtSeZucVXdCNU1ouRziC5NAdjcQnQCVGMA45uQ8eTGw5ddAnJrGjRkzBrNmzcL48ePr31FZXs4mByWkY+aatdCmToUxeRJiR49BJSYKagyp4OihtQsD7EWvLC9vlIkaD00H2j8FbP4FMPM6YOHf2ZJzOSrJywEnC+6D6VYUBaqqivM8LpBESaHHNNXaipmrVmNm5ybsaFuIHcuWYuuOnXBVmAvQzSXr8SoL3MGAbl7ztnDhQiGd5Ux3Z2enSBadTsGPSVUQzEtinvsP+7l8PwCga9jFSBz+jRi/yfzPQGv+ETIaPb/RCfOAHZvF244EaVmUF9N9Io5RpX69APwDb9lEDRDMvzHlo9D3/RSKZgEXMVnoqjsRAK0fVyrIy/3VdJefD5L2NlEDJCM1t7w8GAMwiHlZ/l7Lgiklp/LFAvLsN0TMAeiEfr6pRcqSfm6G8yjrvpFIJBxjHV8vjh071gZYbqY7JSXSjm+npWj8nAw1TrG8XGX3n7tsoFK45eXBtoXQp01D7n//FySbRer+BxA8rx3FDRQAKUEChZ/CyHCQYhGlN/vpa2YeyPUOaX7wAt3yuffLdMtriWAwKEiHhoFumen2IGh4cHm5KSsvGhgp2ZiNzSNqhXFBYeUoRGoblnzwIeSfWEkfaBrit9xcXyLRHYaU5NNCePXV9Y6XH330UXzwgx/0VWJX2raN7m82i9K2bQiy+nhfwZluae1A8iUQC+L6fasz3b7k5d/+9reRZlnYZcuWobfXowXPmWh88LpuQIBum+lOQ68bdA+O6RZ9SH04R5fFVnvBBrNIWxEBvlqGkQwdhIwdFHRXGkTtPuIn3r1chCktKofAdMuhyvJyxnTLWUS3mZrZ24uU1GuzmLWPqdXbCxACky0IA65JUPeaFLkzrVUCcn2n3EhNzojX3BdWzqCtvQczrnwRifYkjOa5AAANBmXxAGDhJ4C/+S2w7B4AlF1dsmQJpk+fXv8OBiTQzWu6g0wu19ODLS0t2HPJxWgFve+OEbtedNBOofzedcjLGWhoFNMNAFffD9zeDbzrh96AG6gBuiV5uQ+mm4NgYaSmRXAgdDYAoLWvHzPWrgNJpzFj7TrMXLUab8ycUSbTD7pcpKtJv/2AbrmmG6DXSkdHB9avXy8WiU1NTSfPhGYQ4UtezuP4DvtvBrpHJfkxVuj4/dJ/gIwOwlTosW6aKCWR9Ah0i37PMVe93wk7RhX69fLaSvhZzLtN1Bjzb517s7BUQbbHLpkq0XnQdi93Md1VFvu8+4anvJyN317u55X6dAtj0iEEKRRg6XYyN28YKPD2iFYKmkkXwIYaKUv6uVV2/LG7tSO/r0eOHGknXRyguxtIutQrDWS7T7m8nDHs7v7rlUJcJ7zkIBRC4gv/ZG8QDCJ8xRXiIWe5iaUDgTDMri7AAMwcO68Dtb1QqoXshcHn4mqguxKI5mMpNy49qTXdUmhTqMmc1dc3uFa4VSL54EO2pBwQpm2V2gSqrppunkgMXsjaMpom4p/+P6JWfFAtzjho1YLofOUV7GBr6kQiAUVRkEql8Pzz/u630vbt4m+e9PEdAnTbSXmSL4BIZmoUdL/Na7qnTJmCb33rW1izZg0IIXjxxRexdu1az39nooEh13W7QHfYSiOg0AmubvfyOmu6Oegm9YJuqc0K7ijQ/w++SF+rwXTLTq4mq9+sVCsnpHcnlelmi1g1UHcLh3qYbrlekJSc5znZ1QVTcsMsSjVB1jEKxDjT3SSfO8uC6nXN6CEbSGWOnHLQza9rXdcFoKraMmzxV0FAM6bEBMyWWQBAme6RFMBBDwJz/6a8HnkwwUFmeJjNdLPTRVIpoL8fO5YtBVhy7JhBF8hDAiDV5OWNYrr9Rth1DOW+5XXWdJeBbjUMkx3M0RnnWDFj7TrMXL0GlusaDrmcYYcCugkhFWu6X3uNtnGMRCJ45ZVX6q6JO5nhS17OwwW61XVfQ2uWlfboIWDpPdBeewhkLj0vYbUEfcol9numLsecHK3FTafTIilSr1FPPVGpXy9AgXfitltrf4iQl7ME5rK7gSV3QInHYeVV5zZL7kAuSX+DLS+3kz1KOFwmDZfDj7zcC5jZc5yzT3cjarpJLg9LSu6mFEXMaRErBd2g87Chhu2kXykDWJYYj92dHxKufsnivna4l++z/051O5luoKF13fZxP1Wge3BMt/w4++ij9AHzLShutJOO+ihWH2vSMdA4cBDxtgFaOwsASRfoXnNfxf7oBw8exCFX+Y48TvO5eDA13fw9nOU+sTXdlUG3Go1CZeasjZSYc8Ac/cQn7P1g59zq6/MEzKKmm5FMPJGon2UTASSfry+RyIP73ZToeNMZvw4dHR3CI2ekdRhj2brz9ddfr+k3Y2WzMPe/KR4X/RAHsucOB918/bXmPkTiG2EV7bWQg+nmhNZbCHT70oh/4xvfwKc+9Sl8/etfh6IoePe73+25naIoVZmDM1FnyEx3wFnTHbbSyMAAoHuDolV301pXLr0F7Jru3t30dR9O2wCENAuGAWJZnmYQZSED7iV32Psz7QpgzzPOLPaa+xi7YO8PyeXKBpeKTPeplJcPwriKg26lCujmEkNF0+gCyLIEw8Kj97Czt2lJks6Zx6jMzwjS/WvK5THAjp9eLAKVSgWioynLlT6CQIDu3+nAdHPZU1XQ/dQ/icpERQOsgR0AhkPTdLsHeSPj7PcB+9cC53wY6GaTlUrEomjGalqDt2PJYgDAsZw2dADCS0OMHE386CFJXj6i8vtORFRjumVAPhimWwmhxdiPnuAUBF3yXeg6ZqxZi9H/9nXH027QPRR5ubwI5O1xFEVBW1sb+vv7sWvXLuRyudMacAN1uJcDTtCdPQ5t7T1IB8cgVjxMx7vzPw3j4EEYB2jiNBpUgbFt1IDRLAFnXYnQvm8CsFUBGzduLKvvPe2k+BkX081CjUZh5TVoUQskcxQKm8Pstl62vDy+MAkoBJl91c1k+QLbXb8JyPLycmDGzUwF091I9/K8E3QndZpUCRlpqLCgG2kAcRhqyHkvF9NijG5ubnYoIJubnYn9MtBdzNIyJh7pw3bbsECU/r4TAbpPssEfD5UbqcUqj0lyuAFjsXMTii+84OlbAACBWeMB7IJV1KEBMA8dBIhiO5dv+TUw6530b3lt5grDMPDnP/8ZAHDjjTeK88bHQ1VVPRPgfpluvh1P6Dee6fYnLwcAfeoUFI8ehbFvHwJz5zbk+zlgjrzjamR+/GMAgMEk7Nr48Z6AmZNJnOnmicLjN9ndVkguByQS9UvLud8NMyq01CDa29tR3L0GBxFFU4AgNnIkurq6MGLEiJrnwdixQ7S+A4Bix0b/+wA4mW52HZLSLBDdyXTrB38OrNkKnPMR9sX22lZd9zXakdQvfjnNwhfVcsMNN+Dw4cNIJpMghGD79u3o6+sr+3dGdt7gGOZkuk3TFJNc2EojgCpMN7/QJVdnwXR3b6Sv+ww5kw+/kxY35+Ggn+8Pv+k4U8wnANf+eDmlVxpET0lNt2gXVp9zOSAz3c6FiWyk5jBcYfJF4jrPvb19jsdFCRwLppudu4i0yNOKxcrnUdR1HxET7unEdFc07nn2LuBFexFS7NVhpagTrhYfPSQTmYoxbhHwieeBSZfYTLeRhzbCXrzP3rcPZxc3AAC6+wtDB2kRm1UXTr+NNlLzG37l5YNhupUQiirrKS+BaaWlBRqTrpoHnWyMXPsPDI3plsdUuZc4QE2heKiqetoCbsBnTTdAE7K8nz0AEBPmpV+GSaRExsABlJrfhZRFz200xtzy/74D+NQmIDYWIWakxuvq+f8LFiwAcBL7wdYT7ppuFkosBpMz3cluMYeFI/R+5gBa3fZ9JNqTAFFqulPzcd1rfuMeJooH02336U7SRW8DjdRIPg9Lum/S7LvCBt0fvcgctNUQHXs4e1pMOUC3HDWZbrldGOCUl896F/2/eyMF5w0IJcxquk+ZvJwZqQ2S6ZYBN0BVHE0f+qB4PTCJXrtcmWEeOIjUpgTypXPpBpt/Cbz2y3IyxBW5XA6macI0TSS5fwDKa7qBwTHdsnM5cAJAtw+mO/nAN5F88KEyB3MAyHzr2zj23r+pKOFOPvgQkg98s+L3c+WNrAq1jtDkkn7WNE/lTaVEnHX8uPh70NctL4nZ8F0AQLv1EtpSTyB7aAsAoGnmcoxkJYo8OVotuLQ8sHABoKowDx6E2d3tbx9W3UlNbAFYx3YAq+6Edd4XkNk7CaTkYroNi27P9htGHiAEMw//Btrae+rCL6db+Jr5br31VmQyGcRiMaxatQpTp05Fc3Oz578z0cBw1XTzhZMCgiDJIcB6onoCEflC58B73yr6/5RlngNupZBBt2+JOZPole3PTmYOMWxK1QmAZ/0d+1HB/VFliwTer/KkhKiRGQzTTRcxZTXd0ahIIMhmOsKox3Xs+1yy25JhiEWuyVr8mUxeHpEmUL1YrGwoE2WgO32kJtA90cEXaIFAoLq8fM19UNbdi8IxG/SpGmBF6GSiWkMzGvIVQgZVgDrSBt36xEm4uP9XIjs8ZJCmKECC1UvyOr1GG6n5jVDcdj8Byt3L5e0qRGXQHRBGakFp8aRPmgidSeOMgwfLPk+u6x4K0+1+Xr4Hdu/eLf62LGvovdcbHKXde9A1dx5S3/5OdaZblv1xljs62j6nxQxCOSmRnjwI89hhZEMtAIBYMwOpsdFAfCwQbhbu5cRl1Lhy5coTKjMfUrhrulkoTU0CxJD+bjGHRUduRnzhAJRIEFhzH7TX/hPJjgRSmxJV24UBgJpgCeJkeYKYy0u9gJnDvdzIA2DHNzj0lnUkn4cpMd2c9Q4bdH/0Uj8A0Dp+RbHL03J9ojuDe+0Xj8cdvhVloJtLy3kLRyMPHHud/j3xYqqesAzgkNPwabAhANgpBt1eJnle4QaMoWXLyljO2Kf+QfwdGMOUEDmaXDZYQrI05ia63gOARz5cFXADznEiJa2nvOTlXkw3H1dr1XSfKKZbaW6x/67EdKsqUvc/QOveYYPusSufROabDwKa6lk7LdQFPhKGXoqKiqSRR59uALCO22NvpXpwX7HkDmqGCgD9+4FVdyI7YgEA6kkyisnse3t7a5aqGtso6A62tSFwNi3Zk8scqu7DsnvFPa4e3YRkRwLJDU006eeq6S4GLqfbv/AN/izUdfdhTvevYC6+qy78crpF3UZqy5cvP8Non6xwgO6oLS1XDSgg0BnornijLLkDWHoPHWjvVmk/VQCYfX19+yHXFQ/GTE3en7PfT//e+WTVCcDK+Ge6y6R3JyOMBjDdw1rKXuNst8x0czM1t5HaAKvx5qZoRiAgGBSLGRlxpjssmYVQ0N0gplteuLujSt2Yn+DfKzPdlmWVASJilJDsSIDk7ef1ZgMW6AJAC56Etk6S4Yc6wmbMtElj8Up4id0eoxEgrZkxrbxO70QYqfkJRXGy3RXdyysvNCuCbug26JZ72U+YCG0iBd3V2oYBjWO6Afta7OzsxP79lKWbOnUq2tvbh957vcFReO45kP4BpH/4IwTZ2O3JdMtqKA66R8yyE0hWCQFFel/yIHB0GzI6cy5vHe38vFACAZKnxpks+Dno6uo6PQE3UF7TzULRNBCDJXGSrJRnyR1I75+GRHsK4ZffSdma9n9CahOdg7gTcaXgjDXxMP0ULcM8rlteq0qyWZBsv/1CI2q6XfJyHmFmoKbl6XrPYOZ5IumXPCDAUk9Pj7j3YrEYXn31VYeioSLoHnm2XSfezaSqifHAmAX0b8aMDTVOtZGaKozUBsd0R66+qmwbbfRoIBiEEo9Dbab3uZmm58M8xFReE8YDH3kKkFrC4dyPVvzeSqBbGKkdfkXMxfK2QoHJ9rteppsQUpaoG0xwAgaozHTz2ujCOlq+YO7bh8y3vo3xjz+B6K23YORvfyNMy/rvuhuZX/8ayQe+WdYloVp4dfqpCLpFRwMnsDZlpnsooBsA5r6ffxKgBZEN0rG7qakJ0WgUkUgEhBAcl77TKwTTPWsWgu20I0zBryHskjuESoYQBalNCRi79wD5PIhXTfeSO4DFd4rntXX/gjfGfgjWZV/x932naZwxUjudIzbanlQlpjus0gEtQKow3Twu+Bz7QxrQ6nUvVxSpV/cQWcMFN9r7owUrZqzqkpcz0zGSToOcLE8BIS+vn+kmFYzUACD60Y8iuGgRghdeaD/J3XElIzXLspBU6UQ6wmT92kMhAehNt7xcSpRphWLlxYcH0101++lVxgBULBvwG5ZliYle13VHi8Ky+rGFNyO1KY7ACHof8DW/WWDGRLOvG9Q+1BX8OjAL0CSme9vk8ehIXI+ARbPYs2fPHjpIa+ZMNzM0EUZqJ7mmG6gCuocoL4eOEpOXByUQok+aSGvjYBssyseTL/ybmpqgaVpFl3hPYycpvEA3/yxuQqNpmjBXO52At8Xudev4cahvvAGAHuey3yqroTp/RJ8rZkR7GTL7PdA0aW5JHgAGdiGjtQCgfdAdEWrGptgKwZQHg0G8733va+yPG2J4nidW0915RCu7VizCFsQpu/44s4eCcwWgbdQu/IJ4rVJbIPE6B8/5fFni02K14l4tx+QkrNXH9kUPN0RmWRF0M4WQnqfjiwE2D/GkX/9+oSY5ePCgAFCKopQlWCqC7pYptDUqIBzzER9vq2bMxqiUFNEy7BT16WbKMsVHn+6Ojg5sUV3lUGz/5fFMjccx4uc/w4hf/QIKodeOlbZATFNImrWxY4Hnvg7H+u975wL9b8IrZCDtJS9Xn/0nhLOHyrblczLv213LSM3NdAONYbsVXRclHtWM1BK33Iymj9J64eLGjch880Ecuu5aRD/3WfF6/PbbkPnRj9F/2z8h9c0HfQNuAJ7lexVJIw+mmxiGWCcCDUgWvfJTvheAWUQuSeeIpqYmKIoiJOa85V+l4O3CArNnC9Dtq64boGtCYoKoOhSFIL4wCfPNN8uZblOBxZMMss+TFsSOMR/w912ncfgC3d/4xjfw4x//GMuWLRNGakuXLi37t2zZshO9v2+vUBRg+jXUdGDEHBt0a3RwCrD+mYYkKy6LX15b/hw3Y6qDiRQS88H06pbjjUf4J9IJtQJLannIy9WKTLc9kYkWGyc6hiQv7wfgDbpjN34UIx/7I7RWmylUmLENkYzUBgYGYCkKtEIBLQyUlyTQbfUcAwFgcqabgXCgNtPdEb8OnX0JsVCSQW4ZiPEqY6hRN+Yn5ERSIBCAqqoV3dRJ/wC0qAktYoFYCgoHWY9TznQPmzKofagrHEw3Bb87F1+GzYEY2pOPIkZoAuCss84aOkjji14uL+e1kLHR3tufyKgEun0aqcmtaABpcU5UFJVy0K1NnCDk5bymm5t2dXZ2Oti2avXDtWSNXvJybv41ZswYx75y4N0oieRQw+qzvR7MZ54VJoSebDe/f/etpo+7N9ogSHKX7ohfh43dgJrfh4xKz63co7yjowMIJWApKsImZcjmzp2LLVu2OL7O7Yp8skO+VkRke9AZW4GOPX1l1woBu6a5BB1AdKLU29csQul8SDysJS9X4nFb9eJSZgn3ci+mOxCwGbF+tjBuhIkaqoBu5hmj5+hvNxW2jRh/3hRj8dSpU5FjC+VUKlWmaKgOum0vEwCU6ebeL40C3adJy7BaNf8AvUZfKxaxc/Fl4jklFPIcz0KXXIzgwoVQDAqQzbwKkk7DZOBJ7/6NPRffepAmQwsDwO/eD6+Q53rPmm5iIlikSRgOugkh4n2c6a5lpOZmuqu9x0/wOm3ATmzxtmuV6rDVVikxrGnoXnGN/XkPPkRNz7gXjKbVZWLmRU7Vw3RbLjXxkFz319wHbPkl/XvyZTCW3IuCxboTsO/mEnN3q0c5zN4+uz591kwEZs8GYBvF1dwHdh2aN+5CsiOBRHsSkWGvguRyoqabIABAahm29l/o/4oGxSxi5uHf1PPLT8s4Y6R2usf7fwfc1gVER9igW6cAWyf2oOeZWVxzH3DghfLntz9WNxNptw0bQqZ4zX3AJuroiNjocrAmBfGUl3tnLpVwmDpG4yRKzBshL/cA3Z4R4KDbBptc+hXt7UWIZUqNUAhWH/1s81gPzEBATBra0aPQ2CSpF4sg+QrnMToaKrHQUZyNXbuotI8vlCqCmCV3AOf9H3ou7w0OGXDL38n7edLDUN4fFKDHMzCSqT56dRSP0muBLxLVmFM2ekJCqunWuDGJomBhi4W29EoEmTqlVCoNHaRJ8k5kemymm9dHnsyQwfUQWoaVyVCJYsvLpXpRfeIkKpkEYDAJpcw28zKoUqlUVc48GKabfxZ/TTZt4/twOoS8YMv/6c+1HcyX3AEhP1V10V5P6bNr11ViYWN2MrYMn4W0xuTl0ahzTAg3oz31OC5K/g5nTZ0CQgg6OjpEkmLUqFHo7u4+pYqAMmUCIehUz0NH4nq0z5tZdq0QlV27vLZ9zX2ITZfYoAUfg/rC16h7OWqDKkVVBdtpuSTmlnAv9y6LENL0JEugNqCeGwDMXA7EIzEVZmyrxgCdwZvdtNAexzLonjlzpkjucJd/OcpBNzNSa5lC/QB4KCpVW7kNV4cYpx50cyO12uesra0N5yYS2LFsKba842oQRcHmfPVOCQorAbDyKsyjR0HSacQXJqG9+pA9FyfG247lh9Z7rrvkxJxnTTdKIqnGxxOZ9KkFuk8Y063addgKM6hVwuGqddjFDRvsB6aJsU9QvyH+nsL69bZTt2nW1R/byzPHS8ECSKBbOvaWS+Y96OuWr/PnvJc+1kLItd9M/yQlhF6iNdOc6a4Guo0dVFquTZwINRaDxpLfpL9fqHSq7gO7DkuvbUZqU4IC7wV9iM05KphuwkpYSC7nfN9dBszFd2FO96+oe/lfcfhqGcZDNlLTPTKjZ+IEhKIAAWev1TBb63HQDdCBz3FO+AV7weeB9f/p/MxXf0L/rwMYDbpXt3t/LrwZeOkh2meYfzdvJyDti2if0tIMwozHIvEO+jke+5xoz4Dks9RoZvwJaA/ljga0DPMLuoXKQJKX8wkvkMtRJjCbdcjLrZ4eGLy+1bKg5fMI5PMwQyFoNZjutvRKINSMDuZrUywWa5sgSXWg1coG/IZ7cgZodjybzZaD7oF+BEfQ50rHgigeY/VtbHhz95A9IeFguodDixuY9eJqjPnsUuB1IKACIHbCYEh1rbK8/Ph29twkINgY5quu4Ey3FnQm8GTQHXaaLMlRSV5eMplbMoBQSzP41apNnCAWL2ZXt2hhyI8nV2H09fVVrR8eipEaf+10nQNl0G3u24egoiCHKg7ma+6DkJ9aBu2ZDAAS6G5LrwQJtWDjqMvFczt37kRnZ6d9nC0LgIIZufVIxULoeOUVtLe3gxCCw4cPY/jw4Zg0aZI4R6eqtlu+Vjo6OoD4O9GefBRt5z9Sti3RKdBVCn1iDstsiyI6my0yp18D0jwFCdwNADBryMsBysSZySSIy0yNZFkrsgrAXU00wzpyFGSAg+7G3O+mBBACuRxKDASE2dirszI2g7D7W2a6Y/S1vXv3irZ6hBB0dnYOjumOjgY0XSrXeWvIy9U6+3SfO2o0Dq9/GfsvOB9vntcOMjBQ3Q+B+RJYeRXGnj30uwIayNJ7oMhzMU+ADptOO8y4Qp5bU6mUOKeiZRgxECz1A2gWaxD+HkVRhNKo3ppuYGigm7PQqfsfEEnZ4oYOFNas8ZSFJx98CMXnX0DwwgtQfIma9Y1/YiX6+j6M0gsvInjJxSg+/wKUeBwklUKwvV20aPNV0+3FdFeQu3sy3cfdTPcga7p5F6H4OOCN3wN6CFkmY48EVCiEnicOugcGBlAoFBzeKGZ3Nwb+7T+Qf+opALSeG6AKU6W5GWRgAObBg1DZ8xX3gV2Hxc2bAUD4YEAhIFxezub8sP48sKrD8T7rsq9gx84dmLP2HkDT/mrN1Oru27FkyRLs378fX/3qV/GhD31I1AA8+eST2Lp1a8N38EzYYTPd9LFqlcTisayum1/obTfRx4oLeExZWt9Fy1ywvQwifAXfn0v/mT4uZehzXN7omgAsxlhxCQsAQA9WrB+Ozz0CEOXkMd28prtOeTkpFu0+r35BtzBSs4+9DbrzCDI5lREKgvT305qu48eFtFwvFqEACLKBW6/WMozVdLf1/x7nnnMOADqB1jRB2vUntrNq1bIBvyG3C+NRkekeGEBgJH2u2BNA6ThTPbBr/mSDbi1mYfT7D2PEtb1QFDrBBXXVc98HFbK8vIfWWGHE7Mrbn8jgoNtt6BQIA0vvBi66rawVkxyVQHe2aI8HIbYggKJAmzgR2pgxdNItFmFJNWhtbW1iEVfLJX6wRmryayfluhpEWKyVIE9OBNlY6sl082QoVyy03QT00Gyb0rMTAETbrLbe3+Ls9CrxVgfgBiibxPxCrFJevCYDrtNFiu/4fmJhYXGdAHpyCQ0JsuNSGgAsE+SyO5HbKyk6sj1Qlt2F5MZmQCEV2Sw5uPzVkuS7gNynuwLTLdqNMRasgrycFIs49p73oucjN/oypzIk1VNESsxEIvS36LyMDW7QvV/cFzt27EB7ezs++clPepbPOEB3KWe3p5NrugHKxgJvPXk5u/fUOvp0R/so8CKqClVSD3iWJjHQ/cb85djE3LgzR+ZAWXqnczte6hMb5dnnWE7MGYYhSgZsebmBsEteLgPpWuOqO5muKIpQSAx1TOB12LzsqBrg5qZoI3//MIJMoUQAlF54EdqkiSg+T1u0gc9LZ00T5mp+GG8vJWFFebnHtWk2iunmXYS4YkQLCtDd1DpWXAPhcFj4M7gVy6nv/BdyDz8MkkxCHTUK0Y/fKF7Tub/KwSplQ65ORiUGugEKvFOdzbaRmsbXUUVPUnDHmA9Q93KPhNFfS9QNutesWYP58+dj/fr1eOSRR4Sc79VXX8Vdd93V8B08E3YI0B1gWSHLXgiWge5ld6Mzfi06Xmf1FvFxVDoI0AntY6tQTyhBBi4HCxr4jSebuBWZhHzJHWUTADeV0M86S8iri9EVFeuH0wdmILUpAZIql6V7xlBdtwcpLxe9xBVFONLWDA8jNQG683mEWZsMznRbvb2AZQmmWytyQxxJXl7LvdwsYtG8GeLpqiBmzX1ADzVswrQrq5YN+I1KTLf8Gg+rfwCB4Uxe3hOEldNgkZgtLz8ZPYElI7XAGB2KCgRH5KEco8clEGhgz3MuLy8MAIeYRO5UgW7uUq57LCiW3gVcfX/Vt1dkug0mOycGgqNHI37brWi+606okQgUXafOvaBsN4/Ozk5YlgVVVWu6xA8FdP+1MN2Rd70TAKAzyWAZ0y3L9zjIOf+ztGUTAOU4vXaNXrZAJgam5W3THM8xgY3v7We1itfcx/p0kOI7assVFc+00OR0WQkNS0YoZgpYeheshTdDDUrggNV6p14fgVRnc00jNQBQmnn7L2eCmCealaj3Z8Sm7kV8YRIkxWr2JaZbXfc1MWcVXnoJxfUvo/CXvziSUpXC4CwsIQhL13k4RhUqHHSbhB2TZiYvTx4S19TcuXPF+fYyF3SA7gzbJy1Ik3Yy0x1/a4LuepluJRxGD+sjDUJgMfUA4OFLkD0OZI+jM7YC2y66HITd/9rIUeUfzJnuQrl7PlCeFOYScxl0Bwv0ms9ms+js7BTv4d4rAHD48GFPA0s3081/D9AYI7XELTcDfFwOBLxZactygPFh36ZKUIXuDLRx48XrfB1q9fcLUA8/+9nwmu4hupfz+0izme4m11jFjTFzru8qrKdKgOZ/uQ9jNm5AeOlS8Zo2fhwA7/adXkEIQfE1Crp5yzEAsAyW0GOgO9M1syIpaF32Fc+E0V9L1L0a/dKXvoR/+Zd/wdNPP+24cZYvX46XXnqpoTt3Jpxhg2522kyb6XYb1ojFA2GLx1KGSge14KCYyIbUdAMUnHDwX6jMSgtTmXhc3NhKJEJvxPM/U1Y/nBtYAACwUt6TSVkM1XV7kPJyLv9Wmpuh+ASDXkZqBTYZBvJ5hFjrMQG6mWmaNZxKfHU+0bH3V5WXByJiYn51kz1pVgQx/HhxpjPf722uVmd4Md2VenVb/f1QQ6xVSpaet6K2AJZCj9tJl5dDWtht+yMAIBCo0me83gjFbGZyz9P0/+EVpF0nOiox3T6jEujmEbDygGkgcestiH3yJvE8N8Hh95Nc/nDTTTfVNKsbirz8dGO6iWGg+NpronMDX7DxxZHOjNXKQLcs++MJ0GCMmncCUEy6vZnRYOboWLW96RL77V5jAk+qSov6WvXzJzs6Oztx5MgRx3N79dl47LHHyhU9TbQNnwITKCRBclkoAYk9Zgyjwu5vX0ZZvKY7mXQYQAkFVJQy3WUGUMEwEu1JaL2sSwyr6Z55+DfQ1t4j5qz8n/4s3uLH5MjkcwEhCEnMeNMwqjB5vWkx/SxCpeOIjQHUAAgxxX2yYMECx2e6FQ38GrAsC1aRLer1MC2fi1djuhskB+eg+1S5l3PQHfVXh//q0aNIjqPrnvjRo1jIyjK4bN8xvu1+Gp2xa9CRuB4zV63GTFarrI7yUBhxprvC2suthuE+TkJeDgPhPG2fZ1kWOjo68PrrVBkjM91Hjx4VYFoeh93J9M7OTqHGaAToTj74EGAY1OOnVPJkpRO33eoA49nfS2UlloXQpZdQwG0YAjzzeSZxy81I3HZrzf2oq083vzYls7SG1XTzkLrtVALd/HFWclG3+vtFb+7IddeWrVl5XbdX+07P3Th0iLqy6zrCV11pf0+RObiHaaJoyEmG0zjqBt2bN2/Gu9/97rLnR40ahZ6eHo93nIlGhQ262WLPKons1LZt28TA5qi/ncLqKXO9dIF1R2FwgGioNd08FMXOthYrg27ZVEafSOVsYtDimXGpflgVJjM+5eVDdd02B8l012uiBthGakV74V9gjH7QNIW7MwfdZg9zm2Uu2hx0T9i7Fy2FAkbt3FV98REbjc7YCmx8Y7+YOOfNm+cNYiwTWHwHUGIDdZ6xMBXKBvyGF9Nd2b28n3cpAti8nW/+G5ghCkxPCtMtGakJYzNAyCiDIXrtNoTpBuy67j5av3fayct9Ri3QHSR5GxBKwe8fa6Df02+gViuvRjDdpwvoTn//Bzh2zbXI/PwXsHI5sWDR59BrIsDk5mXycq4+siyalAXoolzusQ5mzpTR0BlbgZ1NFwEARo8e7X18ef1+3q5XPiGgu5gFdj1FZYh1BL9WRjOlxHBpHXz48GGMGzfOwd6r0Ra7nU22BySbhRKwwUFp0/MAqLs4YEv6KzkmA4CSoMfISiYdBlB2n+6opwFUMXAFkh0JBPKv0CcCUajrvoY53b+ikssld4BYFnJ/fkq8x9hTG3Qb3IVaVZFh6wnVMBAaOR6dsRV4LX41fR2stldVgcQEmCgfm+WQFQ3yfW3wxD0fMz2Z7gbXdIdZTfcpYLpJoQCVG0b6YLo7Ozux6c39aGLJs2I0igXTZzjut7a2NixatAgdHR344YsD6Ehcj3OPvYQZa9eJc84NPR1RY+3Fxwjuap1KpRxgWCMGgtku8XjBggXYuZOWoQSDQRw+TAH58CYVbWPpfSMz8zLTze9FLi8fap9uWTY+fu9uX3JwcZ8x4Bu58aP2/SiDT2ZQ6zfE+ipskzKVuu/4MlIbKgg17HuOM9kR1/7wxzLoLm6kZpPa1Kme1xOvn/cLukuc5Z41C/r0s+znUy3A3/4JxjxafvpWBt116+NaWlrQ3d2NqVOnOp7ftGkTxp8MA6u3cQjQHWSnzSwiEKaT3dSpU8XAxlvbtLW1AY98hG4bG2sDySoGZpVCGWpNtxyhOAVn1Zhu5l6uRqNo+sDfwDx2FCHeQsOjfliJszo5j/7eFWPJHXRxuOpO2prA9K4j8QzDtXDwGXzwVlsqm0u5Q+HycmnRmmemO0Fdt/tpu5hu0kpZGo2ds/FHjmFaz3Fkjh2rCro7I1egI7wQ7ZPCeL1HRTabxcyZMxEOh8tNkJbdDRzbBqxliQveaxXw7xlwfBdw6GVg/oeE23pdTHeyD2AEGzHZRJ9IwLJOIjjiyRdi2vJJKYLhJgDFxjDdAJWYH3nNfnzKQXf1VkmVoibTTXIUdEdaHM8rzNHc6h+ANdHy9Bvgj70YlLeSkVppB130lrZsgXXFFfTJQAD6lCmAoiDAFlEVjdQ44AYoeyq3gQOgt5awqeUavJq4FlNzHdgbaYeu62hLPQG0RpxjggfTXetYDyqe/3dgzb3A1Q8CF93s+218bjzAerzPH5bBmmwEhGXtuNM6DyUahZVUoQZMBrrDUIM2ODD3vo7cgw+JpLQSbXIs/r1CZfJya2AAzV/6IgCwhT+dS7K/fwSZ//6fsnrU8DXX4PhPf4bguBLC43LA67+DRiy8MfZDmH7ZV6ABKL32GiwGfAAIU61qYRaLQFMEumWhlyVwg5kMXkup2Ji4Hm3J/0VngpYqmKZJz2fLZJSSNsniBbrlkMdgo5RDELBVYm/xmm65jWmlen05LMtC28xZ2L2KlgAWm5qAULBsPJszZw42btwIAgUqKWHO8X6kQE1UAUD1At0+me6RI0fizTffRDKZdNy3GjGgZo8h0BJAqVTCzJkz0dfXh/379wvADQDDel4AHv0v4FObHLXo3KBrz5492L59O9rb27F161bkcrmhtQyT7jl+z8jmavJjr/dkf/cwzP37EXrnddBHjkTq/gdEEgywyRK/kV/3HABAnzQZxo4dAGxwzduRccacd+WRgabJjdTCISBfOGVMd+HllwEAofPP8/xYfbyzfWetKL5G1yyBc+ZDY2QaACjhCDD9aigDNIE7pBZpp3nUTQF98IMfxBe/+EUcPnxYuBo+//zzuP322/HRj370ROzjmQDNApaD7pJY+PVz12pW0ygWoCZbLA5zJknqZSKFg3YjQEONuiLAaSrT9O53Y/SzzyAwfTplo9+kAxrOulqw1ZHmTQDKzWlqBpeRm8X6XLeHKC+vi+n2kJcX2eQY0jWx4DFCIZj9/TBZDac5jNXkcXfRaNTX4sMKxqmb77CkPxOkgTftv/P9dpsNv/HYJ4BHPmz3CoYNcnyDbhbEYqxULFbWjuqEhnwdcPdnKQIRes03jum2JywEY06J5smMSZdS872Z1w3q7bXl5YXqTHd/f1WDv0r1w28lppv35Ta7umAx8yW1dRg2vvIKdl19lTBQlJlu2SxMLMAVlSaPXKA7PL4ABBW0Jx/FxAKVkmr9e4BVd6JtZM45JoRYMrFwgplunnDq3lh9OxY8Id3e3o5zzjlHtMbpSRUF4AbKxwolFoXFjOS8mO7ApBF0gc6OcX7V6rLFvzu4kRphc5WoFWWeG16AGwBCl12K4Pnnwehj+0MsEC2IHWM+ILbJcWk5P+Z+QTeAECEYx/Yhn0hg466DaE8+ikXpx6EQ+pvFOWyehJISYl+lC7ayUiiKYl8H3C2dA+tIq11y5q7pbnDLMFRqlXkCQ4DuSASKjzGjvb0dC885ByXOzqsqiuz4yuPZpk2bxHssJYDNY853fA73vXAEX3tZJc9jy8eIEUwlV8Z0wwBKGYRC9lw8WvoeYYqm6EDSrvPl+80/nwNu2fxySPJyV502j6p12NJ7hM/CwIB4jyVdK1Z/f31MPF9XS2OeEol4Kli81mRWL2W69XH0fmgc0x2sCLo50y3XdBcZ6A5e4Ly2eIj2nT5ruk22nT59OvTJMuhm96foMnAGdIv413/9V8yePRsTJ05EOp3G2WefjcWLF+Piiy/GV7/61ROxj2cCdLLji71wiGWVrZIAXH19NvBw1NrNYaUAXoysh4FZpRhyyzA5OBtSTV6e4aYykhyLy7/HLKCPSxmRPIioa5jJTJ3u5Ttpb8a6XbcHKS8ngwDdgumW5eUMBAT1gACjRFVRSqVEpttg7L8A3U0Re3CrwnS3D0/TtmGZIwjk6WeVpFZXZSBmYL/9t1mk7rR+gxDg8Kv07+M7xNN8cRcIBMSC2cu9vLOzE1uHSxl9PrdKJnUnBRzJ91eqq+zlYJSCkYYx3VxeDlCWu8ai94RFy2Tg9u5Bt+8QtYKS67gMfCrKy5mPQb0MBA+/oJvvi3zevFQYpzL4mGIe6hL13GprK1RVxfYLzheGTHzBW2YWJuq54/Q6coHufHYqLrAeRVt6JUoW64jQs1moghxjwsmq6R6gTLU8ZlQLWeLa09MDy7Kg6zq2pGwp/ahRo8rk8mo0ZoPuzDGQbM7BdGtRIH77bSDMIDP/v49XBdyAt3t57B/+3t6gggGUoiiI33orQuOYHFzRoJhFzDz8G7FNnknLm959AwDAYE7W1cJgc4mmKJhrfxlN3qdXQgGgcQdzB+gOs92tznLzENdByaUSU1Vg1HxHj/gT1jIsnx+yjLnesFK2as9vqJEwDKnFlHu27uzsdHQLOkffia0trdjJ1YCowHTLvd1dbLdlWWKc46BbZroVYkJhrQVDOvMPyOexb98++jprFwewdp2uBPw5rBsK4DRhbATodtdpO16rUIctv0cRibCUeE/0g++3Ny4W6wK+wbn0TpKTXtlHH/VMyFVrGcZB7dCZ7tpGam6mm+TzKL5C12ah8yqBbsp0W0eO+MIG1gAd89SWZqgjRojfztelogzkFHkvnIyoG3QHg0H88Ic/xJ49e/D444/j5z//ObZt24af/exnp03m/60YnOXWNA06Yz5lppuHoiii1qezs3NI/aQdwdzLh2ykBtSUOAE2063Kcixu/DNsGn3M64iX3IFC9J2AQsQE5yvW3AccZQZ0Cz5eX607P671yssHA7p5yzBp0VpkE1QoEHBcA8VsFiY3UmP1Yzo7Z0o06q9fKXcw3/pb6CnKYhu9+ytv3+96TZaY14psj82KSZlxuaabL5i5fI2/JmrCCnSyIlCgcsnScLtP9MkB3brdlo+Dbs4qAAhE6eL+hDDdp0pazmMIgN8LwDraxNWq6e4fKHvNT/gF3WG2GJAB4+lmpCaY7kOHRC2gOoy6h8/Ztx/d8+cBoHOIV/27SH7yBbkLdBuj3oHsHro4MjVmTjh6rneixaOm+4TIy7m65vhOX5t71fjz8zg+T13ahw0bVrYNZbrZefZgupHtQeLmz9v3QCXHZCkUIS+3QXeSSWABVDSAAoCQ+RcEhtH9zuofhrn4Lszp/hXUdV+DcfAglbLqOqI3UdNBY98+YbBXKUwJdB9mC2/VNGnyvpkm7fUy0D0ZJdZTd9CgW16TfOQp4B83AwlqHnai5OUAqiacT0TwUjm/zuUAQEIhlKR9zkvnkN/D06dPF8+dPX0y5psmdixbKoC35mWkpum2/4aL9JATi7xvcyaTEc9rxJ67QmyI3r59u2gbfNFFF2GKRue+Pn0sNe4t2VLl9cwFG3ASQ41qGTaUUHm50oA9bsk13YA9zvoJvr4KXWYnQbK/+KVnQk5muoWpHBvHOagduns53R9LqumuBLr568XNm4FiEeqIEdCmTvH8WHXECMpOEwKzu1zh5w5OiqnxBBTWAhSAqKnn69NToUg5WTFo3eXEiROxYsUKvP/978eMGTNqv+FMDCmEtDwchqIH0RG/Dp3GbAwMOBedhBAUi0WMHTuWLh4ODK722B0Nren2ZaTmMVFx4x++CJcGdGPsB2i/P7/u5Zw1j9C6Z5iF+ly3B9sybFBGauUqAw66g6EQFEVBkC1oivk8LDb4GazPKm8ZpjZFHRn/isF6deP4DgQI/Z2l7lcrby/Ly4H6QLe8aJZAtwzG+IJ5/34K7ovFogM8zOpg5QaqjsQD9+PN970XyizbzfukyMsB+1rgoHvmteKlYIxeZw2t6eZxqkH3EMLNdAMu0G1VAN1skUROENPNn+eSu9O5ppuPKSSbhbGP3iMac3efVyxi8noqERwYGCgH3IB9fHky1AW61ennoH/tMBALMBXGdI+v0D7wZDDdpZxo1YV8H22Z5CP4OHJQkkK2YyMmF+jYViqVykpoFJnpzvbAymadLcPMApIP/gdl9AKBqoCZh1tennzwIWS+/wP62siRlQ2g1twHZfVdsJis2+jKwrrsK3hj7Ieoezmbs7QJExCYM5suhovFmiZHJjsveUXBZsvEzFWrccOqNTQBEX0HOmMroDPAJTPdxcEy3XwM5MAaAKIjgJHSOHYCQffJruu2S+XiNba0wzRNECmpJ4Nu7kswabztP2BMuBTzm6KYuWo1CAOxni3DAKm8z7n+Em1IAwE0NTWJ85Vk16kGex9CCv177969wsw3avRhWg9VDiYD1IyVrwVkZt6d3Gpky7DBBjc3JFVBd7/vz+NrtfDly20peTDorWDhhmamidQD3wQxTaFY0phPVmnr6xWNGX0FW6/mERbA3m2kJoNuy7JQfJm64AfPP69i+YiiKNCYy76fum7eXYgrC/RJzCTZBbpJoXDSFSknK07SavRMDDVk0A01AJVY6LAWOEwPeGzevBnjx49niwc2SQ6R6W5oTbcfppvVQXm2YOGLxKJkUBKnLI3lV17OWXM+qXPm2m+tu+mRrffztUORl7MFj2VZMNggGGIDZ4CbqSkqCs9TR12TDWR6gdd0N9XHdENiOI5sq7z9gJvp9p8RRm9t0A3QBTPP7Hd3dzvAA8mwBb4aRPC883B0+TLHBF6r3rBhwa8F5liOOe+lrEJiAgJNja7plkD3qWoX1oDwqo+uj+nuH9T38u+oxXRXA92nA9NNLMtxDEqbqTus2kqVFdqoUQjkckLmqSiKA3B3dnaiYztbLAmm2+lerp01D7EFOSgqYDDHav1weQ9eACenplsaJwD4lpgDcDqTqyracs+UsbhCLr/qbgSO/A6mXNPtbhkGIPv9h6hj8r49vhyTVW76mUqKGs+m91Mpq9rSImpKyz7HMoEld0LlidAe+v+OMR+AufguEGauqba2QtE06JNpP+1add0cdOcALJo/HwumTUP81pvpcTBfQkfiepRYskXcLy2TYTDwH6wXdHPH+WpEQKNbhum6AD8nW7padS1TIdzJWdkEkc97xZSdbDJi46DG45ixdh1mrqEt5dSRI7w/PORNenDQHQwGoSiKGPsyvJUdse/fkEL3bxwDXAAQzeyBxraJmX2wFBXI290lJrPrMRaLOZQn/HtPKdOdsNv48SAZ59q6ngQvv8byzz1H68mDQaBY9BwX5FZiqQcfQvLf/0OM19pY6tVi7N7tqAOvO0wOuuk9FwqFysgIruri/lF8LglW8EvhoTM23vDhYE64vJwdb20SXce4QTcIARq1VjrN4gzo/isJB+jWgmhLr0S79bIA3fIgOXXqVLS1tdGBbQQbOIbKdDeyptuXkVqVOigO1iWmmy9kiJe8fNXd5cz1sruBi261Jx7ZVMRPrftJlJfbRmp0EJINkYIsOxlkg5UZt7PpBgPrmmyk5gd0RyXQzWXRvXsrm9pweTk3JGoA0+3VMmz+/Pnib14TRopFoMD7vtrMCZ/ANU07iaCbO5izxcPwmcA/bAI+8WJFE7hBR3w8APa7Rrx1QXftlmH1ycs5u+LFdMvmYsI/gy0GTtc+3SSVcpgElTbTchnex1wdNQp9kyYJ+TMhBBs3UvMxUdttsd/Gx+VABES17zvt0GNILOhDsiOBgTcYmH9zjbcaqArTbZpmY9gLt7LGp8QcgKNe27IsdFrnUrM+eCTEVA367h8iOJLds9kekGwOesKZPIjd9CGHY3It4O2QlzMzp/CV1HWeX9eeBlDL7gYWfAwAQAzAPGKDJuuyr6AYpcoajZXW6NOoeWqttmH8Wo+pKhZddBFavvYvCF14IQCgLbgD7clHocJlpJaYKJhuXfM3vtrycnacpYT1tm3b8Nxzz9nXR6NbhinKKXMwJ16qvRrhnidyHvLiYs4eF0ulksMZXW1tFW3syqLC+ouvK/iYx//noNshLyf0GLa2too1aJSkBTCPKHm0px4H8v2CmW9lY1KcrVHc/jCnlOluLme6LTfTXRfopuev8MyztVuYBQICUMf+8VNI/9d36T61NKOwZg0AynjXKlupGmztZiosaeqh0lJV1WGmxh3UtbFjyraVo562YZYkLwcAnXXB4iBcgG68deu6Tw993JmoGU7QTZ9rs9bjyOT34sCBAyCEiIGZm2AAGLThV1mcRCM1YllC2uPZYsNDXq6wgdzykpermnd7tL9Ixn9GnRPxEOXlyqCM1NhAzgYjPZ+Hzlu8sPMT+epXoN58C0ixCJMNYLaRWpPkDlllQGuZDEABFBWBphYgDRiWChx4EZi6lG6z5j7GvNxhg+XhM4GebfWBbpnpHjhAM5yK4gm6d+/eLf7mNWHnTpxopw4lueJJdS7n4U7ARFqBZpoFDrD712S1kkPeLz0IXPolCkBGzq29/WkaNZnuGvLyeplu7g/ASxX498vlCtxsCzgF8vLdzwDPfBGYsgy4+v6am7t/v9lFSxs46N4aDuH4tKkY3tOD42xe2LhxI7q7u9HV1UVZM8KAKGe6FQUIxIFCL4gF6C99A5mu2UhtSsO8ji3api4GVrGWWPKYWqWmmxACy7KGnqwoA93+mG5+jjVNg2mamHv2bHS8DkxXXgLgwcQvuQNmby8ieIg+zvYg0P8otCYKDggUKCCI3XCV421icVwBRMjycm7wlPnlr+hrUitJz0U2M5AzM7rw7uAhm+gBgD6Nep8Ye/2B7paQRwI53IK29BM4EJ6LnNZsH6NgE0ohWjITIP7WBDbTze4labzesGEDcrkczj77bArOGiwvByibRrLZkwq6Ozo6UMykMRnlaxm5vas7Cq752Qt0F3K20s8wDAFcAED1qufmUUFpKDPdgAfohsR0kwyABPqZq7eiKIiY/WIbS2XnL9+P9naaDFrFWqDFpOPQ1taGN998c8gtw4Yadk23xHQPAXQbrHd5+NoVNVuYKYoCJRIByWQQ/dsPw+rtRfY3vwXpH0Du0cfo/g1zqo/qDnYfmQgCMCuOwU1NTcjlcshmswgyB3U+nlQKLoE3aziYE9O0E1As8dj03vfAPHQITe99L93IDbolEumtEmeY7r+ScMvLAQBmCcuXLxdMHv8/LfeqFuBwqDXdDXQVrCYvX3U3yLN32d8rT1Rr7qOstQy6WWacTzjcfdIRcq32018Cdj4JrL4XeOkhe5t6ZWyDbRnGMql1ycsZ8ORGaqL2Kp8XsnoOTsnECRj94vMY/dxaMUXqDDCoTU22O2Q1o4rEeOD9DwMLbkTgMK0HLakhYM/T9HVeD69qtH6ZmNR5dsQc+nquDnm5zFKVMiL77paXd3Z24rXX7L7U55xzDmUtX3kFisaks5o3033Swp2AaRou/uQLGcDJYliW5bxf64kr/hV478+HJjs7xTFYebkiycvrYU85u8JbRpVKJQfgBuhCmX+mm+kmhJwYebllAY99EvjZlUB3J9D5I39vq2Duo7YOQ2dnJ15NJjFz1Wpc8sfHMHas3Vauq6sL48aNo3Jrt5EaAKJSBQ2xVJiL70KeUEMgi50bffoV3mU4VZhuoEFmahx0c2VNb22mWz7H/Nyee9Y4tCcfxa4myup6ln5c/CVktrFjceAFhIt/BhcGKLynNK8vl6KSYzIgge5sVqiXfCugWILTzGgg/f3i/UAV0F1LXs7GSt3remZJFF7TLZ8/DrqDqBd0s5mJJSnldqhFd713g1qGAZJh1Ulk0FRVxRZVxc7Flznk5WUdBFxRTV4utpHaKhmGIWrGdyxZjB3nefdV7uzsRAcYyK8gL+e9tN3yck2Wlxv0/u5l11wkEoFaGBBMN2dU5QQ8n+diruTD6VHTbbcM4zEkIzV2jTfdcIPj+UotzGQVBle9ABCt/xplpGYy7FBp7pKZbquX/l61dbjntmIXJ/jr1S13FlIZmFabm9F8x1cROJuuHRVF8UcM/RWHr1S9vNitFXJbgDPRuHAy3WxAtkrYunUrCCFQVVUMWk7QPTgZtDtOSJ9u16Cf+fkvoB/agFBuJeILE0i92mIboHCgt+xeaRFO6O8LRMSEY6VSIvPqCM7GrLoTeP7f6d9z3w9s/S39u16mm4P0wcrLWcsjX8EBtYvpDuTyUNnvluXLaiwGxGJi4g6wgVuWl9d0cD37PcDZ74H++28CxwFDCQK7n6LActWdwNTl9Ji+SevHkZhog8w3HgEu+Ezt30VIOUuVPAiEmx2gW14wb926FblcDtOnT0cwGERHRwfy5y3BKPzOk+k+uaBbuhb0MBCwa7VUVRUMW6lUEmBu/fr12Lx5M6699lqMZxnjt1MMWl7O759SCSSXoyoOn9HW1gbDMPDKK68AoCD7rLPOEn+3t7fjwIEDSKVSYhHCFQqEEAHaGsp07/oTA9oKAEJroosZIFhdklqJfVFbW2FZFtpmzMDYe+6DGQhg+fLl+MUvfgGALm7GjGGyQdlIbdXdgKqBEHotF4sRaJd9Bdqz9yC+MAllFDNp0jRv93KPmm4ZWBiG4UhADSp4u7CxbUBXhy95OWcUFyxYIEoItGI/2tIrkQ6NxbbQ+Z6gW4nFkH4tjujsLBQQEKJB0RjwHDaNjlfZnrL3VQtFYm+sVApaa6t/BVSSM930fpGBQDno9ikv5wlKr+uZmeqlNMq0yWqAkkbvud5U3pG0qhRloJuNl6VSSdxT7tcayXTDj4log6OtrQ25VauwddlSBFIpXAJ4dxBwhS95udRJxjAMqCwBrxCCN6ZNRbSzs9y/oaMD7REGiCsw3Rx0u5lulUhGakY/gAm2tDwaBQoD0Ng2psKuJUnxclqDbi4vTzaG6dZGjoDV1eWQS/OoZqZGcjlkf/8Ie1IRPj5DvmaFvJyel0rJHm6mlslkEOVmbrWYbp+9uoXfUjhk4wmPUEIhaqT2FnUw97VqWLBggaMHnzv4a4qiNLYtyJkQ4WS66XnoVC9wDN6rVq3Czp07BYsDYNCGX+5obJ/u8poiYpro/+odQKmEUV/7OBL4H4A5czsA92VftqXiAF2YBiK2tMowgHwecDkzAqCLxFV3ASC0vdPESyTQXS/TXb+8nJimbSQxCKabD8ACTOdzok7Mq4e1kGhzkwq/Nd1SBKZfDhxfj5ISogvcrg4KuPf+hZ6XYRSsoHkScIy23vGtGkgfpuy2otrS9ORBYNRch7ycL5jb2tqwd+9eIX9qa2uDsXs38nwC0Wwpupcr9gkP+VqIlE9UwWAQuVzOcY762KL5+PHjZ0A3Cz/yciUSEeY0Vl8/1DpANwAsWrRIgG7ALl2QrzPAXngCrG5SSuY1NKHDWxfOfT+w43F6X6S6gOHVO4NUZrpb0T5/PkihgC4AKJXwxqZN4nWeqAVgL76DMbsUR6VSdINEoAGIxDch1J6EFWR1vJUSDh5Mt6Io0HUdhmE0xkyNM93TrmCge4coS6kUHBDKwFrP00XlfG0HtuF8z31TIhFEpktlTIoprBQwbBqwf61/0N23F2ieBEXXocRiIOk0ZdYk0O2X6bYsZhzaY5tp8RpMbqLH6yXNAwdACgVPAAAAJjdt8qoBZkkUDqb27t2L2bOpy3hJjQAWcDRVwiQf46wNutkakSVJZSm1zYKfGHk5cPJrumd3H0GxYyO2LluK13/4QxBCqgJuwFlCZoTD3kx3sQQuVjUMAwqrk52xdh2C550nkkttbW1OoH+QmSDWYLrL5eVSTXfB2TEgGo0CA/1Qubyc10AypltWdMVdkuHTAXSr3Gch6cF0KwpASJ013eya9plg5Ndm5mc/R/7JPwEAItdeC3XEcGT+309EQm3QwVuGKf6Y7mx/v1hv8vGkUvC2X2ZXF4hpQqnw2VyFqiaaPV/noYRCtBv8W5Tp9rUi3bt3L/bs2YO9e/d6/uOv7akhYzoTgw8n0x1AZ2wFOkJLHYM3/z+fzwuzHAEOtZDDKKju4KC7ES3DxMJMMoLp6xNuhfmBBUh2JJCYfwy4R7MBt9wujAer61aiUbHoquhgvuY+ACxxREzg9Yft1+qu6a5fXk6SSVsO31x94HEElxi5jNS8mG6+qLQsCyl2HJqYpFyNxeoG3XyhVGJOtVADwI3P2nL9V/6HPl8YAA4w1pvLzGsFZ6iaJ9u91xmLJTPd/Bq3kkno27YDgMiwz1M1nL3pWfre00leXgF0A96mXF5MxtshBi0vV5QhtQ179dVXxefw4OZ88n4Fg0GxKCyVSg5g1tBriys+RswG4swRmLeeqxK8T7kmuQgDNtuphEJQhw3DzsWXofP118WxPfvss+1+1Pz4BuOiFEezKJAsKU1Q130NofxKJDsSKFot9Psq/XZe011wGrw11MGcg+4pS2nCrpShCTwfIZMCGgMOgUjlzgLKuq8h0ZYCJ/nyGWpaSAA6bgH+QPfOPwH/OQ145ksAbIk5d0vm7Yhqgm42PlqMeSbH7e+2+pxMtzpyJNThwwFCkH/6mYofaVUD3YzpHlmiHggHDhzAxo0bYVkWDhPakmpCQq0KIHmIa8Bk1wVTiZ180H3y+3SP2/o6/Zslu9ra2rBx40Y8+eSTnmCTJ2ajLJHiyXQb9rVcKpWgSkZt86NR4Q7+wx/+0Mms16jpdoNufl845OWFo473RqNRID8gtnGD7mw2a9d+uwiR0wF020ZqdrLQYu7lvD5+MEZqvJyv5vdzsPub3yJ06aX0uVgUsb//JP28XK5mK8KqwZludl6q1XQDQJaNS0o06uxx7xHa2LFUjVksVu3VzRMaao06bXuNenKTYycrfIHuyZMn+/53Jk5MuN3LLUVFe+5px2QXlWqGRC9SluHq7GuuWkNUK0SW/ATJy63jdua0uGUrUpsSFJ8Si9YLcyljJdCtqqL+2/Kq6+ZsOacpYmOBN9fZr9db0z0IgzohIYzFKjuLeoRb2l+tpptP1slkEqZJDTPGfOITaPrA+xFaugRKqL66Nv65vD0MrBI9lrxOfg9bzB1+BZhxHf3bb8swXos5fAaQoHVBnMnxMlLLr16D4AG66OSg2xoYAFhNNyTH5VNupMb7v0vhpUbg+/l2Bd1eyRGHvLwC0w0M3sFcZn0WLVrk2Bfubi0nffh5K5VKjiRBQ13xOegePpN6KgD+QDdjugNzz3Y8L5vf7Fy2FDuWLcWC4cOFtHPatGl2r9z+Frohr+lecgcMg3YwaIkcgLb2HphttyF77GwQZsZWk+kGcZy3Wn3RfQchQmKNYWfZwNengzk/r6qqQs3ROUePMBMly3Iu/Nmckdo2FmaW7n8pxZIZAGXZAX+gmysZDrNkD29RxBb5vsuOuGlliAJeed4U8vJhbB8VBdGP/C0AIPXd71ZUKposEa17gm5e003HrFgsho0bN+JHP/oRegnd1ynN9JjVSuqXg+7yjg7i+mh0yzBA8jM5ye7lmQx2LlksHvNx5rXXXsOBAwdEXbQcfI6PsvNbKBTKQGnBsM+nYRh0ncB+ozZqpFgbcrAr1ooVjGwr1XTz0IghlA+h5G7Ha1xeLmq6ObRgoFuWlrvn5NMBdAufhUxG1GNzplsbR8fjukw72bGsJqOWQ4nQdVnkXe9CYMG59LlYzNlffihjpzBSo/dgTaablxTUkJYDoO0JWb9tc9/+ittxMkxJ+AXdb2Om2ytef/11/OlPf8Jjjz3m+HcmTky4jdTaU4+jLfNnxza6roub5siRI5TtNgqUFT8WqSlpqha2vPzEGKnJMrnSli2ILxyw1YKWYbenKQPdtoMnz6CRtAt0c8B96ZcgmO7CgC2NBgbPdNdR0y1M1BKJGls6o7KRWk7UsrtZ1ONssh4+fDiali7FsG8+QI9PvUz3jj8CAAydLcjP+Qg9lhx48ySGqgPzP0T/9utezhfKreWg222kBgDm3r0IsclbBt3cT+l0Z7q9QDf/nV7ywbdDeCVH/DDdwOB6dXuZpsnJSs7+yuC6EuhuaAime5bNdCd9tGBhv12fOVMoYpRwGKq8YI7FMHPVasw1LbGgzufzwlTO4m7SIXsxVMxSMKsoBEQLQnvX/Riz/kWQ4TSZVBF065LRZ6Ve3YQAhzbQ0qB6I9drd61ITKBJCsC3g7mj3RszQAtEbfmkg+22TGDZvcgemiFAt6rQcdXSmgCdHeNMuZFaWXCAw75TLPLZQpT4lpfThAOJUVM8ed60jY/ssSf6dx+HEg6j9OprKD7/gr07xSK6urpgWRZMNoZrXgCBMd28XZQbiAFAAMWaxmCAdA1wcKXb1yIPt8naW0Fe/sbo0eiaP088njdvHjo6OsS15qWw4HNEE0uqEULKHM2LEgYTySQmMddGjnK0xyOE2I+D5esv+TvdTDcPlRhing7lnIxmU1MTkO+HBlbTTdi6wAN0u+N0AN2KtCbj6hPe956riOoyUuMdYyqUdJR9P2/TdsXldrvcWMzRwzvxWR8+OZWCG6kp/pjuHFODqMNrg24A0BjhauzbV3Ebu0d39fXvGdDtij179uDcc8/FvHnzcO211+KGG27ADTfcgHe/+91497vffSL28W0fsrsnl5cDgLBRlYIPapMnT8bGjRvxg94l6Ehcj/ax1qABN3Di+3SbPTZb0DR8CxLt0oQwYo4N9Cow3YDEHriZbrZ4wrk3Ot+XkzLMg67prgN0sx7inJ32HQEmLy96ycspYHD3geagu9WVqazLwXXNfQhs/ikAoMRB9+wbbGn5jy+BSGJYBrDrSfq3X9BdgekmhHgy3aU9exFii9QM+9/q6xceB6e8ZZh8LZyRl/sKr/ZbfozUgMG1DZNb9HDwPZwBycmTJ2Ps2LHo6OiwayolprtYLHomg4Yc+QEgc4T+3TqD9WBHXUy32tpKZX4oZyfmZXOYsXYdrKNHxYKa/762tja0q6/QDWX3coMltYgGxSyKpGfNpIOi2EzasTeEz4PcqxvP/Tvww/OBp79Q8/eVBZeWR0cDgbBd8+4TdDuuN8ZQa9HhQrXgAEDL7gaW3AElFoWVpeOIprNEQmgUcN4/0r/9MN0c4LBteV2jkJdz0F2t7MgoABkm62UMP2e6SbEoALwm1WBqw4ej6YMfAACkvvc98fxLL72Exx9/HHt27YKlMtDtBRBCTqbba5x6c4DUNAYDZKbb2YvbKwl5IuXlOImgu7OzE9tmTEe82y5/mD59usNwuBroDmazCJa8E7NFy74H+XELX3UVtEmTsEVV0NHRIdaDY8aMsctJPDx1gMrych4abNAdIHkokrFaLBZj8nJW3vbXBrp1HSZfG7GSHZvpZgmuQdR0K8H65OUkl7PXiW6meyhrBC4vJz5BN0vE+mG6AUCfOoV+TRXQ7e7RXTHOgG5nfP7zn8fUqVNx9OhRNDU1YevWrVi7di3a29uxevXqE7CLZ6JYLDpb2Egtw3jwAZUPakeOsEUcFCjEhKUMcZHY0JpuSV7OfheXxsUXJpFoTyK7W86oExvovfxfzs+SQDe/mYm7ppstnsSChYcsgx6se3k9RmoZNphGK4PubDaLgwcPOqSASoAtQEpMXs4GXyovp8dSZuMAJ9Mth6gxKhRqt1qyTOgLqDzRULjEPU2P5dTlwAHGnEy4iJ6f135OH+f6qAsyb/HGVQo8+PNvPkcfu5hu7hINOMGNsWcPwpzp5qDbwXSXG6mdMqa7aXjZy+5zBJxhumsy3VXk5UodTLeVy6HnIzdizutvUH8AyZyPJ0PGjh2Ld77znZT9la4fUWIhGYE1tp6bJZ9iY4BwQqrp9s90q8NaoI2n73MvlLTRVIpsHjlSBrrpA1fLsDX3Idq6BcmOBNYpX4W5+C6R9PSVdOB13T+/Gvivs4E9fxHHyzi60zbCPLi+5u8rCw66m6l5D0Yz8HLwRV9vd+w/Z6ijIx3n2B1KNAYzxxarQXYtBmJAE5Xa+wLdRQl0EyKYNa5+8mWkxpUPehjqcDpeWixZLe4BVRX1qTxi//D3gKqisHoNjL17QQjBm2/S4zjQ2wtLY23gKvTpBgCdMZgcPMnnf3cy5EtFZzPd7ImTbKSm8vKzSp4vJyAsy8KsTZugSoAyn89jxgzbINHtVA44S8hCZnli1rIsGCgH3Uc/8XE8f/ut2LhlC9rb2wVwbm1ttctJjvK5vD55uUoMOq9pISgAQpa99mpqamLycnqdEAAWFAG6ub+M20QNOD1ANwAY7Pfy2mOSpcdbH8/l5QO+21MKcqpOppvk82KdqMZitFaajZ1DUmhwIzUG+Wq5l5cAmLouSlVqhT5lCgDA2F9FXs7rxGvJy/20tf0rjrpB94svvoh7770XI0aMoHVRqopLL70UX//61/G5z33uROzj2z74gjwQCNDFCwcXxLSNuVQVHR0dQnZrL+IJiKLhcHpo9YdKqIEtwzgTQiygRAc2vniAQpDsSMDolxZ1x3cCl3yRAjs3ON70/+x9ZAyylU7ZwE4Oj36qIsyCOJa+YhDycpJmdTJVmO61a9di5cqVUtIEtpEady/noLtQEBlSN9PN68TKQLc8CdQaxJfdjcB5NwEASmDXXDFNj+3evwAj59LnzrqSAvHzP0sfp7ttF+Q319kqBcCW+u9bbSdBRp7tAN0yKJWZbnPvXoRSTnk5GeiH4sF0nxLQrfljus/UdNtRzUhNUZhjbkV5OWMLfdR0lzZ2ovCXvyD94/8GAAdIcJ+XBQsWiPe9/vrrDqab72+pVBq8KaU75HpuoD4jNc50DxsmZJBut1ltNK3PNo+UM90AnEZq7P5M7z8LqU0JWKEwrMu+IpKeRp4unquC7lHznI/3PGMDrvXfthVavTvrG3MBu11YM60hxDTW0/bAi0A+6f0eKbyYbkSGeybEeKixKCwmL9eb2H0aitugO3e8rO9uWfDEhpEHSlnhlkySSdoeh41nZaBbTlryeu7EBKgjRyK+MImw9Rf6OaKeexgU14JanzRJLIrNo0cxMDAgxs9CNit6r3sy3WwcOxxyuuhPmTIFCuo7d0LtwA+VXsVIjauGLKP2sfUZPBlVj0y43kg+8E2H4VV7eztmvPAS0iPseTifzzuSrNWY7kA+jxD7/fJ73ECdH7eOjg4cP34cs2fPRltbm/jsYrFol5OobJ4sMNLj1Z8DR7eWge5AIOAAZxoxaGKZXfchYoPuaChAr2vYSSsL+l8N0w0AJgOcIhHGXdt5V5FCwRfwJYTYNd2hYI2tachMNxFMdxSKotiAvBFMNy8lqbAuEhgDQCEWg+ZTXq5zefnefRW34e3Y/Bqpva3dy+UwTVNkq0aMGIGuLrowmDx5MrZv397YvTsTAFz13IDDMIqz3XxAdYA1AICCcflt6EqajhqfeoPLZBoiLw9IvWdZttVktWmpTrqQjkyTBhhiAr27KLCb9S7nZ239tViU8JtZP/gr1vbGNbC4mW45iAWsvsf7NS8APxh5ebo2083bcySlfpFKkANeJi/nSRhFEbJIGRjk83nxOWXycmlh5Ue+IxbLvLtgMU3l+kvvsR2Dp11J/7/sn+n/Rh7gC/W9f6Gs+Ko7gZ9cbvf43r+GbhsbC7RMtkF3YQBGth8ARFIPAMzePlh9faKmO8fUHw4jtVMuL/fnXu4lpzQMw3Px9VYOWdHgBbqDuk6XCMmDQK6/7P2ipruv/DV38Gud34NyuIGozHa+8sor4l4yDENcV/l8vnHXlht0cyM1PzXdkuu1AN3DXKB7FDPdOnpUzCFO0C0x3awUJ72NAXWujGHGicIDq1oy6z0/Bz75MnDV/fTx4U32OJI8AjSNBKBQeWudPa5tppuB7mFTqVKGmMC+VTXf7lAqcJVUKF7VXV2JxWAyebmisQMQbrbVLMSqXVIjs4qZYw73cpE0UhRHbSkAO3m55j7bQC4xAcHcn5BoTwo2zque2xFsDiHFEg4dsq+rQj4Pk/12z0TK8BlA+6foMZYim82CQIHK5MTyZ1aKcqbbh3s50DC2m98XQ26/VPVLVKTuf8ABvHOKAlOad+sG3WyMlBOz7vpuw+X3ctZZZzme55/X1taG9llsfCmmaLLqDx+B+ciNYls+HiqK4pCYa3CC7iCh+xO0sgjk6LpTdji3FO2vDHQzppvLy3MsETZyBGWcYd9nVUOa333XdMvycpciUrw2JKabGakRViZTYfxWFEWw3flE3Le8XONJvX37KqoBbCO1MzXddcW8efNEu5ULLrgA//Ef/4Hnn38e9957L6ZNm9bwHTwTHqC7woTU1taGYa4FFwBc1fddtE+J2zU9g4iGGqmpqv0b1n0dAGD1UtDN5eVqmA3AXDt8jLbcKGO9Zr5TLEqUeALxhUmEUo/aLcbk4KBbql10uEyvuaeCFNoF4IllszX1yMuFQUa04jZeNb5cXk5YnU2BG55I7slyvTCXlicSCfG8CF2nxx/+BjXBABGN8hqlDJXrz7yWMjzBODDhArpxWLr2iil6/C/7CgXeAPtfof9zoD7xYlYHGhf1g0Z/l+O7AcpyAxCg2wJzdO2X5OVSMurUyMv9uZfLbd0sl+zw7RSO9k0eoDsQClM1hVlwtvdjUY+RGmGlGaL3qhTuZIi8X4sWLUI/+/xisYgdOyhAjkajQ/LIcEQ1pltawBBCyu5Zq99muiMrroE+fToi73qnYxuVy8uPHhG/1ZPpDsVFKQ4fq0y5pnDxV2GwRVtVpjsUB8afB0y8hD4+/IrtXq4EgUu/aMvDfbqOizjOEvuJifZzZ11F/9/9VM23O+TlBhtj9XBVpluJxmDlXONIuIXe79yfpJqKCnCYVqV/9C1JXp60r99QCCl3WyDeJWLVncArP6HP5foQOPBTJDsSSL3mZG8r9dS1S5RKgigBKOi29Cp1nooCXPc9nNV+hePprq4utA9P46buz6A9dgjd3d011xYCdPN6Xz/ycqBxoJsz3ScAdHOGO3HLzYjffpsA3sQwkHYBTT+gmx+T2IUXIjaNAmh5TeBmukulEpWcs+PHP9P9GIDTyLaHei4UevaKl+U1gwN0C6abzm1htl3U7AP6aLtgNWhL0k0lAOT7QaQe3acz6DYiFGxyRtY8ykwPm6JiruGGh8kHH0LygW96fo48Rvt2L5fl5S5FpM10D3J9QIhtpEaqM92ALTFf/7cfxvpoU1mCxyv0iRMAVaVJg6Pe5Jbdp/sM6K4rvvrVr4qb495778XevXtx2WWXYeXKlfjWt77V8B08E16gW2K6XWZqk5h1vxymEkTbWSMdtYp1R6iBNd2ADUrW/yew5j5YPT0CcCc3xqGG2H5OWUr/Z5NDGeieuoyyrqvuREvkP5BoTyKPZeWAGwB2PEH/54tBgLKsPCZe4i2FdgN42XStHvdyznR7TDzio71qfF1GakW2TVA2nJKAQyUTNYBmMusZ1PhCiUChcjF+/Hc/Tf+fusy+HgNh+3hw5mfiRa5PJBQcB9jkPPFi+yXGdpcGuh3fDQAGA92aaSLAgFM2m4U10H8aGanVx3S72ye93STm8ljkCboDAeDcj9InX/1p2fu5vJz4kJfze4ewfrFyuIGozIYuWrQII0fSPq0bNmzAnj10cdlSy2W6nnCDbuZMDbNA/RFYDHz6veh/9yyYXfT+IKZpO8K2tCB47rkYvWYVIu94h+PjtRGsz+yxHm+m213TDVtaaYXsa1o+X76M5EbPB6AA6cPQGSNqKAFg8mKgdTrdpndX7c/h0f+mPYZPXWY/XwfodpQz8BIhPVK1pluNNgn3ch5KUwv9I8JAbr7GNSgx3fmHf4bi+pcB0AW+AN35vEiIOkK0Z2Rj7pFXYbbdSuX/x48DhNjtwioxU5ypKxacoLtYFDXd1Rbi7vM9e/ZstI2hx7Itss+uF64CvG3QzX5jNXm5Q83XmMU3T0j4Yivr/nCb4U7ccjNi//APSN3/ALqmnuWQlgPloNsNoAkh4rmR992LKPNqqCUvr6SgKttebtnaT2twC6DnIhQKOVohynXdGinROS5Kk3jBJgqeoma/AN1KqNlWp0EDrBJK+bQA/acz6BZMN59P2D5nfvtbR4I3+eBDSN3/gPe9Cpca1HfLMInpZt13+DpxyEy35P3kB3QvWrQI8VQKViCAPYaBXbtqj9FKMChk+JXquuvv030GdAMArr76arznPe8BQF0Yt23bhp6eHhw9ehTLly9v+A7K8W//9m9QFAU333zzCf2e0y3K5eXSBGg6QTdfPMhgw1ACgB4SEvTBhLtX9JCDZ1sX/h2w6k6MmP8HJNqTSB+ahdzeJigqQJSwvaA6xkG3ywSllBULMAUWiAnk0ou8v5PLCS1pYRUfb7PpEy8CLrqNAu17dG/ADTgXAXUZqdGFrBKtzHR71fjKLIVlWSixySkUsAf0UCgETdNgWRY2bdoEoLyeW9qY7k8dTDcAlJSgDboPPE//n3q58w3MeEeA7pf+k/8KexurZPf3doBuOmiXklSq5jZRE18h1XVbAwNQhLz8FDPdNWq63Wyae4H/dmW6FUVxjFcjRoxAMBjE+PHjgXM+DECh3gC9exzvr6tlGGd6DKNsDONySr4wdZuFjWeLCd7vFmjgdUVIOegOhO2kpGSmFg2uxLDz9yP3q28DYD2euadHlSQA7/1MslkE2XEWQMco2olbthgnpZKopxPycjivV1+/PxilLdAA6AM0aWboUWDMAluuzDsY+In1/0ll5FOXA2MX2s9PWUrnxN5dZdeIOxzntmQz3fxcezLdsRisnGupFGX3N1Pn1JSXS0x39D1XI/8UTRBYyQFkfvozAIA6dgwSt9zs/X5Xe0blCpYYzuehFoogfdXl5bxEqS+bc4DcYrFk13TXAbovuOACu2VaKWfXC1cBTuIYc9Bdzb1cVSXD2AYz3SegpltmuHs/+zlkf/tb+oJlIc162/PkXj6fd8zv7mvONE1xHIPBoFj3OeTlrrnCDbo5883H2FQqZSdERJ/uNNC/F52xFXglRtdZbsdy+bEKk653zv8MMOc9CI09GwDQZPUD/YwpD7eI64jXjuf7KfOp67pnsu50Ad2GVNNNCKFzBYDMj34sFFKZn/8CqfsfQPz22yreq2Jd5UpgVAtPpjvqZroHmZSX1qscdFcjIyZMmIClj/wB4199DYD/dYkwU6tQ1y3k5c213Mvr6LDzVxh1ge5SqQRd17FlyxbH862trb4vrsHGhg0b8P3vf9/RauHtEnywFQOgotjAW2K65R60N910kxj8XoteURcj6xUNbRkG2AP/mAX081Wq2jbGfwiBYYyV0pqoyRZgS5TdTHcxA6z/Dt0egKIBIWu193dGR7LPetbO9qa76RcDtHZtHAPsxKTMqRdjLpu5yaqDGiHk5VUyfXLNqAhhpFZyTKxBaUEcCARw8cUUwPJFVSXQLdwhfQxqcl21oYTs489rMblMlAcH3bk+qhTg7AwIEGHGQyo1XYGiAWPb7Jp5Li8v5sRv4sFBtzpmDEIsE7x182bsPP98zz7dnM05nZluN+h+uzHdldpPxWIxfPSjH6XXc2K8bZb12s8c2w1GXg4AVsYpMa+kQOD7dewYlRkqiuLpqj+kSB+hiURFBYZJ5VkuMzWSz0MNsfKSVU9QqTn73UosBiVQeRxSEgk6ZwAIlJxtBx1JzCBNBhKp7t2SFt2VkiRVg43v2jFakmbGJ9Mxs16mO9cPbPwB/fvi252vhRPAhAvp32K88Q5HTbdgumvJy6PCvVwEZ7r5eFfwz3RHFi9C5G/eR5/e0IHcH/4IAAjMnl35/Wvug9yeUd3wgGDA9HTKrun2KC8D7MRtN6tT5QxmwShVl5ezkF8Lh8M0UcXVSuw41krq26VK7N6pJi+XXm90Tbd5gmq6E7fcjKYPfQi5R/6AbefMx87FlwGAAN1cMdPT0+NQG7ivOX48FEVBIBCw2zjJ8vIsvZ5CFr1XvUC3fCxN0yxvGQag82gIHYnrYTKjVLdjuae8fNIlwAd+jzGTpkOBhXGF7UAfB90S0x2ixzuXPO752Tw4djjVoFs2UiP5vEhoxj73WZjMsyD32GNVATdgu277recGJDY7m7PJGS4vjwyxv7whg+5yDxWvIL22f46Xu75X6FOoatSs0DZMyMv9Mt1vURKirhVpIBDApEmTymSRJzrS6TQ+/OEP44c//KFnzfJbPcqYbqCsbZgMuN2uvFtjl6Nzd52GNe5opJEaYINeqYZaUYF4/BHoDHSrRi/w+P+hL+aOU5Offaudn7NvFfA6zSorAFKvxtCU6CivzQbsmu4FH7MXQV0dQIAOtjAKwJbf8L2hk73X5/DMoRYSi1k/YaVrM91e8nLZSE30Dy4UoLkM2ebMmYPly5dTCbmiiEneHfag5i+TKBZLaogmOQC7xydnenhwueXGH1ClADfNGzUfyPUAUOxEETHR8ZPb0bnhJVozzxZxBgNI+XxeOETz7GnogvOFg3kpncGOZUuxdQ5TQ7BFWjqdRnc3leCesppuHy3D3u7y8mo9nx2gTkjMXaC7uQWAP/dybkIIACSbcbxUKRmi6zo6OzuFSdTEiRMF691fR8/WqsFrlFumOK8fDrqZmZrZ0wNFpwsmcqwLpU2v2HW8NaTuiqYJdiHAxhUbdDOArYVEApFLyxEMgkjnRgasvpPsYygjredo4sKIM8NE0V/bJ9Pd+UO6ryPPBqa/o/x1rojiydkK4XAv56A7EKlqpKbGYoClwMzb16TCx71w/Uw3sj2I3US7QoAQ0RKo4nnkZU48LvkisOpOxC9ghprJJKw+f/Lyo+y8T2GsVNE0hZGaX6a7mbck40lGw9+4Je4zBGj6oJq8HGg86GbHhgwMgJygNaw+mZb3KYRgx7Kl2PuJjwt5+TCWOE6n046x3w26RY/uYBCKogiwmpX8KIo5Ov82mfR/L3m5fCwJIVi0aBEF3q+9DigaOmMr0KGej/bkoxhT2g2gFuguORLL06dPx8fiz2Jmbr2Ql0OSl1uhFgBALt3v+dk8Them2+TAdyDp9P5QVXudpyiI3/x58ZJnbXeR9+j2Jy0HbNBtsnIRwENePmimm10XigbLqg26SakEkkyKucIv6NYY6K4sL2ctw2r06a6HFPprjLppoK985Sv48pe/LFoSnYz49Kc/jWuvvRZXXHFF7Y3fguEJujnDatmmTO5emXyinJ1ZS50khxC89UFDjNQAO9vqMqDRUq8hOkdaFKcOggI1A3jqduAQrYUToP3gSzYTBiC/L4L0oVnO2mweHHRfdKutFFADtgHYy98Gtj9K/24abhvYuD9HOJf7l5YDAGEMrVqhplt2c65kpCb6d+Zynq3Hpk+fjve85z249tprEa0A7hVep+lzUBMLUpnp5jWMYRfo5sxPKQssuctekH2ImdvJbWaaJ0Ht242OxPXojF8r5IqlEl0spNNpqKoKQgiMPXuwY8libF/UJnp1J4wSZq5ajc0zrsT/tt6K9QPjhNv0KObYfEqYbj1ss0BS1GK6327ycr7IqnmOZl5L/+/bDRTtxRDv001SKSqJrhLy65xJ4FHJvbxYLKKjo0MYhBaLRYwZMwYAbck3lG4QIvhilTO/PLiDOWO6rSNHRRmFohFkH35Y6tFdOxHNAR33Q+DyU4eJGgtSwXvCV49udzCmWyfsmo+yZILMdPtpG/bGH+j/F3zeO9HJP69ahwoM0kiNGV9aWek65UotUU5TJfFjGk5gmu1B/k9/kl5n/hNeoJsD7vM/w763Gbji68CyexGfcQDxhUkEUmkQxnRrNeTleXbP8YSsQQhMNi7VD7ptebmf4OMfgQpDCQJayFG/DLjGRJ6EMhqz5hDHl3e9OAGR+RlNDM5Y9xxmrlqN1ydMQIEZR/VvpWawuq47zMqqgW4A3kx3jt6jUdidFaox3ZZl4dxzz8XcuXPRsXEjfjTm2+hIXI/25KNoS69ETqX3fyQSoaV8PdvtxyxUznRLEWhi14KHvNwM0tdyGQq23NJ18bmnCeh2yMs56A6HUNywwR6jCEHfLbcCQMXabg4W62K6GdAUrXNVVcjKGyYv10NVE908uD+Ezq4n/0z3FACAUYHptlLMf6SGvFwct0YRfKdZ1K2R+853voNdu3Zh3LhxmDx5ctnCviELESl+/etfo7OzExs2bPC1faFQcGROeeulUql0Wrfk4fvmtY98sA0EAuJ1XQtCAVAqZIBSCeeee27Z+/lgNj23ASPn3DWk329yDW+hiGKxOORyAq1vr2fGh+gRaBF7cLEmL4W6fzV98NJDsIbPhnp8G0h0NJRiCtbIeSCjzoHGaoS1uIn09jGIfOiDgFGExX+zZULPHocCwNz0E2iWAaIFoZhFkFKWVst1/F9YU5ZD3fcXkFwfjIu+CNU0oa26E6ZponThFwAARj6NAACih2DUcUxNxtBa4bDnuZCfy+fzdu0vO9SkWBLZ7kA+D9LU5Pk5CTbJVzzf3Ok8k4HqY/9FLZ4ShFVIwSyVoBcG6PWnNQGlEtS19wKKBiWYgArAnHgprGlXIrDmHhAtCGvjj2EtuQtq9yZo29gCeuBNnLv44zDjC9HR0YGDwZm4KDAZe5L0+1paWjB//nxsWLMGmfPaoQDYbJoYydyY0/39OHftOgxccBa6m2ahO0WATZsQjUYxbNgwHGUumifrvlegQQdAwq2e1wW/Z/hY5AbZmUzmtB6jGhX8N/JxWtO06r9bi0JXA1CsEkrJbtEuijTZC8Li8eNQK3kYADBlt+CBpF3jDXucLJVKjvlDURQsXLgQo0aNwp49e5DP522Do5EjG9LmTc32QgNghYfBlPepaTQ0AObAQVilEordBxFkA6aiE2QffQzq2XPoE82J8v3o20OPE0suKgwoKVJ7tUwmg0i2j16zgZi4ZkusZY7CFqH8s/n1WvN8yTFiLgJgLBmAUrCVvjc+CToUKIUBapwY9Vbl8NDzfVAAGC3TPBMsihqGDsAqpB3H0R38/CkgwtujBF1cA4VCoey3cYm9mdMQYH2IDb0JpFSCGojT85Q9bs817sj1QRb/F199EanvrYQ6bhysri7qsVEooPjGG2XfrRpFYPFdICPnQn/5O7BaZ8A0DODiL6H4+0cAZTf0VEpIpi2vawEA0XiPbLtWmEeBreEIIRXPq2w+GIvFUCqVoCg6PealXNVjLn8GL9EoKWEoUFFwGRvK95Su0jWOUcii8+WXoSgKFixYUPa5r7zyCgghWLhwYdlr7lASCZBkEsUjR6HXkLnWG5lvfRvmIZoki95+GxaYJvIbOvDmeVRyf7CN7p9pmg7W2n3NiTmerffkhFA2m0UgEECeqXWaFHpPGoZR1lLMrZzKZrPCZNVSNKjEQFt6JQgUAbqPHzkEsuYdQCAC43P7HSVeGgwY0Bz3nxpqhgaIcjMzGIdqsHK0AF2HZDJMCh8KeV+b7PybpnnK5r9SqSSM1Mz+PpREGz8VxedfQODii1B64UUAQO53D+PowUMovfgiorfegshnPu3Y7xI/t8GA799jMWLF5KVMsZhImhAGQo3Brg/4elULORIxlT7LYOumABszvMZEz5hAVUzG3n1l25NCAWDKSjMSqZok5x4TZi7nPK5VMNLpEH73q27Qff3115/w+m0eBw4cwOc//3k8/fTTFbNk7vj617+Oe+4p77f81FNPiYzh6RxPP11ek8ZVBZs2bcLWrVsBAFcXTYQBPLdmFZJN3nIO0V9WCeLZNc+hEHh90PulZbNYCACE4E+PP+6QHQ4mFqeykPmZ/MEQwhMKUCRGwFJ0/G/rzXjX/jVQQGBBRU8xhFEAeosBDAdwpBhFcedr4B7kWtxAfvdRPJ5cQBmRlSsBAMFSP65hLKv20gN4Y+yHsGPMBzDz8G8wp/tXAID9rcuRzw3HLAAKMfHU44/A0BZi5tgPQdmxDdtT9Ny8/MI6LAGQK1p4mn2+n5h7+DAiAF5+fStSZrmMUc70lkolPPHEE1RedugQ5gIopNNYv349AEDP5bG7pwdddXw/j9nZLGIANr74Ivpz5S2U3GFfRyGkew9j1RP/i+sZQ/bMug0oBnZg5uHdmNP9K/Q1TccwADu3dCC16wjOA6CYRezYvQc7MiuhB9+PFfgDFNDz+3hqIZDqQiAQwOFiDH8Y+WWAXQL5fB6//e1vkclkMJMQTHzjDXRfeQWOzaDS1IGBJHYuvgxHmnhdOR2XYrEY3nyT9vPdvXu3R+/6ExPj+t7AeQCSRgCrPc4LzzIXi0U88cQTZRnkAwcOYOUgzudfa/BrOZfL1fzdV6sxhK0+PP/0YxhosmufF0Qi0HM5rHrsMRRGj674/jFbtoAJm/HSqlVIdds1lfKif+XKlQ4lQldXF/YzuVwymcTu3VSGmclk0N3dLcoYBhszD3diDoA3D/fiVekYTOnpw7kAju7ehJdXrsTo557BhSy/bcZDILv7ceTb30ETgCO5HF6U3tua3orLdn4Fe0e8A69N/BQAYEaxiGYAr61bC2XaNBBC8NRTT2FsdisuBpAsEHHNJl5/AzMBpNlx4XMSPy75fL6u6/SqQKtgug92HxHvvTIwHE2lHry48mfoi1apZwZw5UAPmgA8v+FV9G/NlL0+IrUFlwBI9x3Bqir7xpPw+/fuxiXsuT8/uwYDWbpg2rt3rwAmPJr27cfZAMx8AABdOL7YuRW9Owhmd/VgFoD921/D5qz390aKx3CV9Jgc2I5D130cWi6HMV1dQnFUemk9Nn3ms+hecY20NQVs03c9grkADuWj6GS/b3L3DIzs7EFgfArZ7i6EALz0xhvIeDBiU48dxXAAuXweCIexceNGAYD5XP7cc89VVDHIcujdu3fj0KFDGJHaTI95/7Gqx9wrimoEGzd04tgW5/yTSqXE9XF5oYQYgBeeW4MDmIBMJoMdO3Y4HLDT6TQymQyi0aive3FeKIQwgBdWrkR6+ll17XO1GLvySYx//AnkRo9G5MgRbD14ED2XXYqYVLvNgxDiAMQDAwOO+4m/Jh8Lfq6efPJJ6LqOwrGDAKLQSilAp5/JDVQBYN++fWXz3tNPP40+yUTOUnR0xlZgZmkTuoLU8JAc2QKllAFKGTzz+MNIE9m93MCmzW+g66C9rzMOH8PZ0nfsPnQcmSC9P3vSJsYB6DrYBWAUDh065Dlu8CTDwYMHT+n8F2P4IH34MDY/8yzmAEAuh0PXXYvuFddgfFMUY5+h5E7pxReRnDkTHdPPEmtMHvFt2zALQKpQxHqfvyfx+uuYCbslWV7TxLGYfKwHIwFse/VVHB7E8Ulk92IZgIIBcU1s3ry5oit5fPsOzAJgWfSeP3r0qK/zohaLWKiqQDKJZ//fT1AYZSdS9VQKC9jff1q3rqLzOwCM2rMHkwAc2rsXz3l8rxdGOh0i69GO1CvqBt133313vW8ZdGzcuBFHjx51SKZN08TatWvxne98B4VCoUwm8c///M+49dZbxeNkMomJEyfiqquuEgzg6RilUglPP/00rrzySkd2EQB+8YtfwDRNLF26VLSq0XfHgWQfLrv4QpBx3uYlTzzxOI4ePQZTCeDyq1Z4mjv5DZLL4djtlOm9evlyqFXqkv2EGl4HvPiAeNy3uhVjPnwYisLqFrUgVLOId/Y+RFkJACosjABdEA2bMBPY/gZGD0/QumG2TtITFgKpFC4PhhC60pad5x78ivjbXHwXpl/2FVBB4gqQ/1wNJd2NCePGUsaFzVVXLT6PsWorAACT2Dm6YNG5wA4gEm/BihUrfP/mnq/9KywAFy5fjgBTJsiRTqfxu9/9TjxeunQpotEojF270fu1ryOoqpgzZw5eeuklBHM5zFywAAvq+H4efT//BUp79qBt7lyEfbx/5cqVOHLkCEpKCPGQihXLLwVeoa9dcd17We3dCpjrZmLYWprwmjFxJJQjFFRZY9ow/e9+gukA1HVfgwKAqAGoVgnXxTfBuoyem//5n/+G7HIei8XQ09ODeYEAJq9dh+DixXjv//f/4dnP34wDbQuRGtaC1LKlGGb2o09rcRzHcePGYffu3Zg9e/bJM188MgHkRw8gPuNSz+vCMAz8jMkPr7rqKnR3d+PZZ58Vr8fj8bqup7/W4GNdW1sbnn32WSQSiZq/Wz80Hjjah0vbZoNI5SQ9X/93WAcOYPG5CxBoq8x0pbfvAJ8Sz583D6GrrnS8/rOf/QyGYWDJkiU4fPgwnnvuOYwaNQpXXXUVUqkUHn74YSiKgokTJ2L79u2YOXOmL2atVqirnge6gYlnzcH4K+1joOwwgQP/F6ObTKxYsQLZHZvAlKSILV+M3leeR9NBWu89fs4czJaOn7p+B7ATmNyUwQT2/MCTf0LhjW2YP2ky3oxGkU6nceGFF2J0rwXsBuLDx4pzkFcUJAHEx9AkBp+TDh06hKeeegrNzc11Xada6kLoh/oBUIXAlVfSY6/1zgP2r8bFs0eBzK9x/t8wgRJw8dKrgBHlAF05NALYdScdn6rs23PPPYedO3di5vSpAM2f4Oprr8fW19/Ayy+/jLFjx2LJkiWO9xBCkAuFEAitAfbTBO2FS64CRp8D9aVtwJHfYcqYFkys9L3HtgJbpd8yfhgW/vO3kX9iJZLP2jXowXdcjRlnnYWFHp+jPf5HoAsYN38JxlxGX09v2YrsCy9CT6URylKgdul110HzaBuaXLUa+Zc3QGcM90UXXYQ1a9aIhCoALF++3LOlE0ATLb/6Ff3tS5YswfDhw6EcbAV2AfFwwPf1wJOoRSWCiy5ZimOhqfjf//1f8XogYH+WfqAFKHTj4vPbQKYsxSuvvIJNmzZh5MiRuOiii7Bt2zZs2rQJCxcu9GTAvaL3hz+GcewYLpg1C6Grr6r9Bp+R3r4Dyq23IPDccygdOYJzLr0U4RUrsCYaBfbsofJkZkDollEHg0HH8du2bRtefPFFjB07FpdfTruDPPzww0ilUrjgggswevRoPPuHn6K/30RLNAiwj5s8ebIgZcaMGYNZs2bhz3/+s/jcESNGOBNKxEJH4np0KRciSei9fm7yCfHyFZe1o08ZgT/+8Y8AqLx84XkXYcFMaZzq7AK6ba+Ns85eiM09LTh+/DiaR08C+oCmeAJIAfPmzcPcuXPLjt0bb7yBl156CWPGjDnhHZC8Iv3gQ7AAdCSYxL5k4KKFC9APAJGIfU+uWIGj06YDlgUoCsZc8w5M97juC+EwBgAkRo7wfV8UR4xA/3e+Kx43jbDfm1r/MnIvvoiZkyejbRDrA+XQBmA7EGqKY9iwYThy5Aja2towdepUz+3zFkESQIJhjaamJt+/o+/h36P03PO4MJtFVHqPsXcvekEZ/BXXXVf1M3K9fUg9/HuMGz4cc6TPqIaRTofgCd1aUTfonjZtGjZs2FDmjNzf34+2tjbRx7QRcfnll2Pz5s2O5z7+8Y9j9uzZ+OIXv+hZlxAKhUSNnhyBQOC0PFHucO+nZVmCYYjH4/ZrrKZbV4gwSSn7LHZ8DCWAQDhWcTs/QaTMlG4RaEM9lrwWDoClxhGdnRGAGwCUxV8F9q2GuvcvQOtMoHcHMGIOVNavW43TXrZqKetwcNdi9O/Mv/8HolddCUXXkXzwIRR++z/AdQCaRkBbfjccV07LFCDdTd05JaY9UEp5HjNdYS6+Ui2gn+CtIAItLZ7vcytIDMNAIBCAwmW0UolEMJuF3tw8qGtajdCMrmoavt7PpYiGEoJSSiNgMviihxEIS8mX5XdTh+n+PdA6vitc4dUFN0INBICfXI6Oniao8x9A23tvBdbcB23VndA0DS+FroSjrRioy2t7eztmPPc8kgD0sWMQDIUw+7XNONC2kCoZTNMBuKdNm4Y9e/YIdUgwGDx59/2ERcCtB6FER0HVyodWXddtdkliV3Vdh2EYyOfzfxVjVKOCX++6rtf+3U3UAVgv9jvuSW1YC6wDB6CmUlU/Q5WYOrVQKNs2GAzCMAzHgpiPxRyIyPLHhl1XbLzRQnHnmNpCgZOa6oIaCEDpPwauUQ6fdy4CCzMobXoFAKAPH+7clwzNGqqlDL3vAOitrSgAUNJphEePEmZOukXlqWo4IbYt5piMPBZ3HAf3cfEdF3wG2jM/AkDnM/HeETOB/auh9++tPTeV2NjZNMx72wiTz5cyVfeN33dBjY01WhCBoL1mME2z/P2r7kZwjgYEFgnQHYgOp/tx8AUAgFpMieNXFqazjEQLW9ACAajnnw95mRb74AcRkRLFjuijGQJt5BxxnQSYb0XkcDft8Q0gOHq0536ozMeDX928FZUMukOhUMVjp6qqYMGH8+stTK8Pxcj5vh5CoRAD3WHooSZxv/ExkM959Em6z7piAYEAzjvvPKE22cfqRt0+NrVCHz4cBgClxnhRbwz7wj8BAI48QUFrcMQIbN68WayHA8Eg5s2b52CjecgScsCuaw+H7fVFU1MTUqkUisUilZ0bBgAFkaAGtUiBvMyee5kdb9++HfF4HKlUChoMmIoOEIIujIYGEyY0RCz7igwYWcRbbQm+BgN6yLWOjDnLQrSmVrEuJ0FKchVK9BxHo1HPY+4eW052aIEAsvc/gOFX0AQHSSah8nKkXA4aG++SDz5EATcAECKed4dhMI+GKveTO4gr2aVKa32NMfBe85avUOg+K3rIHv+qzF8FJq0PsX1yX5/VIvrOd6L/uedRfPJPaPn858TzvB5d/l2VosgVyUXv7z1dsZzffarbZWjfvn2eN3ShUMDBgwfr/biqEY/HMW/ePMe/aDSK4cOHY968eQ39rtM15Pp0uQ7LbaTmFZpKFxamEhh6yzBNEy6raISZmmzcY+lItLPBftm9toHZ3r/Qnqy9rI9tMGqD9Z5t9P9SlranYhGYQEGgsWsXsr/6tTC7iP4Ny5jxFmRycHOQOe+2e3kDQL5CP89BGKkRQuyWYRVUApWMtYSRWqkkJtZgNitaStQbwr08lwfxYV4iasp4n27eHsftXA4A48+n/xPpc0fPB35yObD3L1BbpqDjeIx6Pyy5A1h2Lzo3vITXXqM9IcNmErLZWltbG0xmLqIy858D7VIfdk1DWJFaYpgmotGokNHxWk3u7n/CIzEO8ADcgN0CBnAa3XBQl8/nHWD8rR5+TF1EMNAtWtWx4CZiNduGyUZqHjIw2eTO0VYK9PrnCQIuIWtYyzDeDSDoupdZUhGZI9T4qdc2CFPMAobd/w2x+C0z4GLma3J7Rbm9msM4jrtqS98vWtbEnOOU+7j4jhnXQL/mAcdnAPDfNswo2g687uPEg7U7E8ez0kdxIzW2EOVmYNWM1KBqdD468KL9XChOTc62P0YfV3Mv550ymhhAyR1H8v77kfnNb6AyYz7APkeejsjuXu4AAufMBwAktjEH/GCwYmcMbqTGR2VN05zrCdRuGXbttdfi2muvLQPFjhaaNYK/t6hGAD0k1jfcG8g0TXsM9HAvl8keVVXrAtyA3bPeOkFGwBbzTHgtlUJHR4dwief16HKJo+yYLyf7OMkik0f8fXz8KTJgFwoFxefI8lYvD6OzzjpLHP+zgwfAdgwKCAiDAmFTctkvDDj2QfMwUitTT8p9ulnnkhwzpTld3csTt9yM6K23YOwzTHVmWcj+6tcAAG3iRCRuuVmsI5s+8H4AgNLSjNT9D1Ag7gpuNiwMa32E4jo2qjT2CvfywRqt1mukxtZOIZZ09WukBgDha94BaBpKmzc7XMytAeZcnqjto8BN5fwa/f61hW/Q/dhjj+Gxx+gE8+c//1k8fuyxx/CHP/wB9913X0W5wpkYfHDgFQqFnC6/vGXY/nXAAxOA135Z9l6NbW4ooYpAoJ4QvbqHcjOsupsuVoJyBrUPha4gDH0GbQu25A5gylL64pSlQPs/0r8HDti/W2eTVykD5OwJVFOSCC2n8sD+L/0zUvc/gPjtt6Fp6Xl0A77wkUO4pOadoDtXAXRz5qKeREY+L1xq3a7A4mMrtZAKsHMnmW8Fs1moscEZwfBBLffYY+g+ex4yP/t51e3F4kAN0WPEjzd38JVj5Jzy53b9WSRQ2j7xbbS3t6OjowMvvPACVpPL0JG4XmwaM48DUATIefzxx2ExYw9t5Eh0dnZi27y5iLPapEgyiTyxzwOvv+WlJJqmCcB9Up3MK4QM7vj5jjNDn1NpJHMqYnCg21lvy9sA1VpEy8YtVqYcmMlA1NFWCnTBzM8bX9g2rBVdiYNuF1ji9xaxgFIOZEBKNpSyCMyejeZ77oY2ZQpCy5c535uisnNfoJtvI4Nu7l4e9Qbdg0k48Pc4xrhhrKa2f1/1N5ek8+U+TuJ5tv9Gjs4hFUKcW8K24WxqlZZhPDmIN35vP7f+2xSIn8Pa2VXr080TGy1T6P/EgqIUkLr/AahSyZs6rMXbETk/INQLotUagNAFF6DpH/7efn/rsIp+O7yPO4c1qqqWKQJrXdOjR4/GaNk3QfTp9u+qzO+jkhIBtHLQDUjXiAfo5l4dAAVp9Rr3+h0vBhOEEJH8I+EQ2tvbMYGZS/Hz0iq5y8clIzf5uhvgTKN0fjhg5WuCIts8GAxXBN3ua3nixIni/RnE+U6DQIHFVGZNVtJeI+UHHNeJL9AttQwzdQa6TdXxG9xxqkE3AEQ/91kcuu5a8Tj/NK3dDsyeJe7J+O23IXH77QCoajF+6y2ewFusjwfRMkw8ltaIQ3Yv5ySR5hN0sxKEEHMZN03Td5tobfhwhC66CACQe8KuxyYp1rkn4UHUuEKQQm930H3DDTfghhtugKIouPHGG8XjG264AR/84Afx9NNP44EHHqj9QUOM1atX46GHHjrh33O6BB8ky4zk+IS0+Rd0kbXlV2Xv1dnZNTXvwa7uEG3DhmDlz1mD3U+JpwqZSSh0haEbO+nrAPCxVXShY5nA8n+hz2WO2Oxz29/R/0tZJyNtGRh+v9TTNBBA4pab7VYy0VHl+yRn7OUFXk2m2z/olhf6ldgI98BmM922bCUvM92xCgvQGsEHteL6l0FSKeTXrqu6vc10s9+bYoY17nZha+4DVt8FXHy73U4GAJ7/d3oub6SZ5La2NrS3t2PLli3YsYMyOJzt7QlORbu+BZ/85Ccxbtw4dHV1YSvLjm6JRNDR0YGzjxzFpI10sRW1LMjM+JgxY5DJZARb8uabb5b1rz+V4cV0h0IhsXB6O/XqbgjTzRaxZi3QXRw80w3YC2Aux20Y6OagN+C6lwOS6WcpCysp/T4GcmI3fhRjnl+HwHRXuzEPplvxAN35fF4C3TYA4GOVe5yq63y5whPU8sSCtJ+e4dFLvCzk41cqP788xLlV2H6wsb8q0w1Q4H3+Z+3Ha+6hY9r5n6aP/TDdkVahDorf+D7Eb78NBhv/ACD7m9/ai/tbbrbfz3uZx8Y6FGIAEP3iF9B3LvWs0EZ6zG08AuVMd72guyzkedOnQkfcZ2oE0IICdMsMsLhGXC3DOjs7cfjwYbFdPB6nfacZ8PajZhKgu6/C3D6EINmsaHPUfsEFaGtrE7+Fg255HReNRsXznE1MpVIicTx58mSxbRnTzZYKwUiTuHZl0O3u082/g68p9hRH0ISeomD2hBa6j7AQWHgjwD2CWCKJJ7AjVtIH091stwzTm0CgIE/oOT+dQTcAamAo9eMGWAcHyxL3pDpmNO02YBhoet97Eb/9NltyzoIUWIeEGi3D5GtXca3vt02ZLK7lE8F0VyMgeEIqJLWirIftjrDkRe7xx+3PFD26fTDdb3HQ7TtlzW+IqVOnYsOGDRgxYsQJ26kzYYdnj27AXnywfopeEj2N1Uiban39pCuFEgyBwB5UBhVL7qD/r7KBsZlVkGhPojThIwjw1+VtCaGLqlJGtHkR4Dk/YC/KIq1ArhfZn34LABBvGwCIguSDDyEx4xh7H8virrmPAvpld9uMtVHwx3QPRl7OMn1KNAqlwoDnniQFAJMypg1hul2TAd+3SmH36Wa/lzNpsryc95Nddq+tVPhlZcMM9wTLwczc9LNAvBUdHR247rrr6EIKgLn4MkSamtA+ZzbOevwJHDpAS1l6XNLa1tZWpFIppNhv2rdv32kDuAFvcKfrOiKRCFKpFPL5vN0H9y0evvt0A0CEyUoryct7ayyiS/aY5e7TDXgrEGRGV675db82pKgkL1c1Oi6ZBTrupSTQXQVUghAn6OYGTh6gu1gs2oDQi+luRJ9uFnwh7hjjeGKhFlPqwcaXRSAC6glB6DENeY+N4jcQQ3qfD9ANANf8J7DhvyhY0YJ0nOPzb7U+3ZzpDsVp8qgwAGR7kLjlZpiHDgkpa/q73ysH3ICntJyHoqrY+7EbMX73HjQtXlxxF7hKzWJgws10q6ydV10hJ1aNAhCoPR8KebkSBvSQWMyHw2FomgbTNO1rRGK6OaAOh8NiDkyn01iwYAE6OjrQ1dWFrq4utLd7m8qK3ynGi8Yz3aLEJRgUQMmdSJfXceFwGMFg0NGSacuWLSCEYPz48Q4pvdyrmxCCIqH3Uygcg54pT2h5Md3pdFoko9ta+rCjx0JaH45hI8cCB/tBoGLThL9H255v0Dewa3rZsmXo/fE70Wp0lRMNTa42jeEWqCod0ywtgoJKgbf7t8txuoDusSufdPTjBijoTtxmGzMrqgp94kQYu3bB2L+//F4FhCxaCVVnulVVFcB6wUz73t65+DLsGDkS7ey42Ez3IEG3YLqD4hhXZ7pZn+7hwxFIDqBUKqFYLFZMmrgjfM07gC9/BaVXX4N5+DC0MWME6Fb9yMuZLP+tCrrr1lvu3bv3DOA+iVERdHOZNWf5+vaUyep0BroNrVGgmw0iQ21av+QOoO0m8bBp5H4kOxKwzv2c9/aKAjRPdD7HQXdRAoxjFtCnnvglEA4DhIJ5PHsXSq+8YL+PA0TOqssZe7kmMOc9MSumLdfxG1aFOkk5KtZ0S4tcAbozg6/p5gtwPphbqequi2JByuRiSDLQLTPdlmkDbgDoZrI/vnDaa7v0AnAwFgCV5mmqgrCVQQdZKCbitrY2zHzhRRBFQdu8uWhra8PWUaNwZOYMaB7XobttjKIopw3gBiR5pbQo0jStTD74doi6AGwNptvq8y8v9wLdsuTaC1wOmRWsFAJQeowL7DmSOg6UpOuiGujOD9ivE0vU24pa1kpMtwRSrZQ36G44083lydV+D1D9GPFQFBvEl8rPLw/xG8CuBz/ych5r/8UG3GaRziPcY6SQLGO87P3niY24nfTN0CRwy79+zWbXgkHvRXwV0A0AViiE2O23IXTJxRV3XQkEQGCDbndNtzqYNrBy0tlnXXdQp9cOZbpDjvK5snMggW7LstDe3i66twB0zkgkEkIR5Se5qrb6TNINIng9tzqsRSQw3Ey3PI7IRmkc2GzbRr1q5s+f7/hsPj9ks1mUSiUBZIPRuOf4Kfc758HdlVVVRftYC3GTjqVHk7bawLIsO5nOmO6WlhZMyzEFgZtoCDTZ5wkAQjbTbWkR0f+7rDxSitMBdGe+9W2Mf/wJBK9wGhmWtu8o21ZjCgRz/5tlrwE2WKzFdHPFX0dHBzax875z8WXYsWwp5mVz4lpWIgyEDprpZuskn/Jyk5XuqaNGOZLRfkMbMQIqM3k0WWmgLS+v3UHKZroH+XtP86gbdH/uc5/Dt771rbLnv/Od7+Dmm29uxD6dCSlqMt08zCKQdBrZ2Uz30EzUeIia7kYYqV3+dfEnMRWkNiWguRzxHdEstUFRtHJZkx5G8SBdvDVdfT60ESOQ2pSAOfw8JNqTUPq20u32r3UysoCdvTVdTHclebk5CKZbmKhVBsqV5OVcGkjgZLqVQTLd0Y/diMQ/fwkt36TlICRVXd4pFkMaW9RyJk1mupfdbR9PmfW+o0D/37eaPg8qA+zy6F+qqwo2Jt6FduMFMeGQQgEznn4GM9eshcaM1NSmJuxcthTBtL24Dlr0776+PscEQQipu+7vRIZgelyMKr+/84OdWP8Kw4/UTQQH3TlnTbfmt0ZTkpdbmXKQx1vpeMnLOzs7kU4775GGMd2lCkw3IECkeawLii7Jd0tVEjMp133FAGt9Rmreho+NYLodY5wAyQ1gugFfZmo2081Bt0+m22tMW3Un8DJv80OcCWA53Ew3IJJHqf/6LmXVgkGgWHTWh2aPA6vuouw64KjnrjuCAUcHEjfTrQ0GdGsBQOHGMf6ShUGdfk9JCQNa0GEaVhl0FwSg5nJ0Xg+9du1a34Ab8F+OMpjgknXZ2LCavNwNurdt24ZSqYSWlhZMnOgkGWSmmx8zlRjQws2e96MX081BdzQaBYJxJAya+Dl6lP4/fPhwqhTgyXSu3iDETqq41zyK4lyLhVvsmm4tJEB3JZYbOPWgO/ngQ8h880Ecuu5aRG/+vOO1UmdnWc22PoWCbtkoTA5efqn4qOlua2vDOeecg42dnVj51S9jx7KlmLlqNeZLJYVDrumu00jNZMSFNnbsoEA3YINrkqRjn5CX+2nb/BaXl9cNun//+9/jkksuKXv+4osvxsMPP9yQnXq7h1zr4Qbdom5JDZS/0SUx15hDq9EgeXlDarp5dHyPfpYWhKIRxBcmoY7wCbpD8fIaSCMPxWIGELNHQ4lFEV+YhHZ8AzB1OfQ4W+xt/a0TcAOumm4/8nI+AflPZvB2YdXY6Yo13YoC6DqMYBAWb/mQzTocLusJbeRIxD/zaVELatWQl4uFgcpBtwfTzcMtMwdsI6JVd6Lz999ER0cHFi1aVPbWgmFhXP4NtBXXiue4czmCQShMdr1g0kTMXLUauVa75ihiJsW+lkolsciZP3++43461VGpdpjf329HprsRNd21mCsiy8uz5aCML1y7u7sdyRA+3rrbgTSO6Wb74h7PpOfIsW4omgy6qzDD/N7kwQAfBwJkIImQlPjxqukWY1UF9/KhGKkZhmG7U+v1Mt21QHfMub1HiN9gsevBVdNtmmb54r/amLb2XpoEBirXdXMwfvgVx3XMDZqGf2Y+xv/3RxC//TanMdMjfwusuZde84kJwKzrvT7dVyiBICzpmnXXdGuDMZlUlLodzIPMaMZd0x0KhcpLELiSTDJS43OizATX42J+Qmu6mby8HtAtK58OHKCO4meffXaZ1F+u6RaJdysHJdLieT8SQsSx5d/BQXc4HAaaRgimm5diCfmwi+mWj78n0cBBt6IBwaidYFNDyDPQXU2afKpBNywL0VtvQfeKa6DPnCFAHwCELr20TMGiT64BujlYrMF08+Dnh2gaVMPAjLXrHH4aQ67prsNIzUqlBEGkjRsC6GZJMa6iJFxl4aemmxn9kvxbE3TXPXseP37cs+YwkUigp6fH4x1not6Qaz1k0M0XgO3t7d6GMr27gGmXi4c6s00xFf8uitXCdi8fIuiWFjHmtI8h+4/zkGhPgnQ+BCy90/s9MugOxsoH/9g4BNLMcKZvL2JnHUN0XBKlCX+LwEd/CtzDFhVqwAm4AVdNdx1GavXIy9O8prvywpFP0JFIBLlczgHAlEAARTZha8UiNE3zlUmtFjwBwAfESmG7l7NjzuXlXi3D3DJzHuyxdYygvb2dZnc3bnTuD4AxpV0AsX+3dYxm4bURI8RCRBszBjPWrkNm9GgcOpu6pQ8EaIulUqmEpqYmYSpz3nnnIRQKifvpVEvNZWZDBnfy4uvtEn7qy0Tw2sFsj6hTBmS5KGWuCCGwjhyBJrViAmrLy6dOnYpDhw7h+PHj4j7s6urC/v370d7eDsMwcIxdi0Aja7qrSKcZE2z1HXEy3dVYxUpMN5+zCUGQXXdUXl7OdFsZ7l4ec9TCD7plGJzHy7Is+hmc6TYLdNxQK3yuX9DNExd+5OWE/S4mcZf3zzAMZzutGmManvs3ZuhZoa6bM93714oSsMK6PyP1X7sw/DPzES48CagXCWl56n6qQEpYm+n7rvkW0P6pyiZyPkIJBBygu4zpHmxnBz1Cf3sttQKLIPuaotoEqKoDdFeTlwP03ubroaNH7RZ63MXcF9PNarrJwACIYThKt4YagumWDKj49VaL6S4Wi8LXRHY458FBKyFEOLgPM7qB0MXQde+kFV8/NDU1OZK8kUgEmHklErt3AfZhtPfNzXTLCZVqoDuUoP4RHEQrOnIqM2E7jZnuxG230nl35UoowSACZ89BadMrAIDwVVci9om/c2zPQbe5rzroriUv5yEc+QmBpevYufgynB+L0baBqorQRRfSl3M5ZH71a5BCnpYyWJaoNy88/wLSP/kpWv7lXmijXIaKjOkmWsjho1LY0AEloCO4YIG9KWO5lZZmqE1NgwbdvDWYxZnuQcjL3/Ytw3hMnz4df/rTn8qef/LJJzFt2rSG7NTbPeRaDz65HDlyxOnC7GC6WVbUxXTroIOsoTYKdLObYShMt4s1sI4eQ2pTAqkdE6CsvktIkMvCDbpV1enwO2ou0PZJ+veb6xAdtw3JjgRKzdcDf/mqvZ1VKv+Oikx3BQkabxlWl7ycTqjV2Gk+QfP2KQ6pcTCIYhOdeCnLPbh6bjl41pHk8w5Q4o5y93IuL/cYQGWZuTuW3IH2993mcHUV+6KqIABU1iKJh8mkb+pI20dCnzUL8dtuxaXL7FZJKjNGCgQCYoESCASg67q4n061UQvfJ8Ap/9N13dto6i0eg2K6+T368neBhz8EtZlN7n19IJaFzP/7CQ4vOg+Z3/zG+X7ZvdxDXs4BSCwWEy17OOBua2traE23oxd7NXk5r+nuP+aSl1djur1BtxIMYseVV2Dn4ssQYOOK3DKss8sSiSnBdFdwLx8K0w1I13hAYr+qMaUnQl5uOcdwTdPK6nBF1BjTkKBtoWoy3TOuAw48DwBQrLQNuCVAn7jlZuqIbJaANPOnOPtvhgS4AQBBG3QrDBg5QPdgwWedbcOC7LYpMtWUzMbWAt2lUkncO7t20bWOqqpYtGiRbzWTYKEJgTVQxfxuEGENgumW5wNewhL16G6iqqp47+7duwEAY4vbgVC5vJyDWL5+kJ3hxT6EYkhc/PeO58V2bqZbvjc1j7UkB93M30Aw3dCQ0xjTHaw8Xp5q0M1j3ONPIPOtbyN4zjniOYUdk+SDD1EQDECT5OXEy7W/DtDd2dkp1vgjug9j5qrV2LFsKTabBqCqSN3/ALJ/+KP4vv7b/wkDX7mjrK1g+sc/Rv6JJ5Bb+WT5lzCSyJJIInPLVvS857049p73wThkq6NMVvanjaUkhgy6jx07hl/+8pfi3qsWQl7OwHZdfbolebnn8f0rj7pB96233oovfOELuOuuu7BmzRqsWbMGd955J770pS/hlltuORH7+LYMDhS4JKjMhVke/CbSvnjl8nK6SGo40z2Umm4Xa2AepaYNuVSb3SLMK9ygG3CC7sgw4LJ/Fg8JUWmd+KFfAuv+lT4ZHmbX4snAW7QmyfmUl3NpYj1Mt7c5keNj2QTN22cVCgUxESm6jmITnYyD2cGbqMkht2+wqtR12+7l7DqyGIDxkpf7DFlK397ejptuugntc6ejI3E9OkO2C6/F1DPqCLu/uqIoSNx6C3ZPpItdlZiwFLqPlmWJYyZL2vj9dKqjknu5Zx/jt3jUBbqDMXvMy/bQRNqWX0PN7eQfBpJMorhhAwAIpoKHLC+3POTl/Lw4zKUk2WqjQHf24d+j++x5KDz/AgVWXLrpKS+n4xsZ6HHJy6sAnKRLXi736g4GsWPZUuzctw8AHV9I9jg6YyvQsS8pFr+2e7m3vHwwv11V1XJQK7tfV0skNIjpJoTY15wA3XQfFEUR92DdahNhplaJ6WZKonkfAGbdAAAImp1lgJtH4pabkbjpA9S0TQ14t7msM5RAEBb7ffw8y9f6oJNIdcrLA+w6Lqn0uPuq6WagQU5CL1y4EAAd788991xBUtQC3oquQ2mh81ajHcyrgW4elUB3Op0W23qBbsCez/oYoz6usB1w1XTrui4+U2a6vfYh7pL6Vma6JQ8br9p/Abrp+wSIJopgusOBylBjKKC72jn300JODqKqyHzzQWEkBlDQzctAOMjVJ0wAFAUkkxE9rR2f47Omm+8fd6kvRsKYsXYdZq5ajVcHBrBryWLEb78N2Z//gr5BWhtEb/qEw3SRJ5I9yybYHCN3MUp9+StUNl8oIPWf37Y37aYGt16ge//+/Uin09izZ0/V3wUASpyed85we90bFd/L51rLAt6CJETdoPvv/u7v8MADD+DHP/4xli1bhmXLluHnP/85vve97+GTn/zkidjHt23IcqmyuiU58z37Bvo/7+fJN2Hsn4khZsl5NKKm28UamEdolk8bNZLVyd3t/b6aoLsV2PhD8VBRLAxfcQyh/j8A53yUPpkY76gvFsCbLxzcTEUtI7U65OVc0uo2J3J8rIvpBpxmag6mu4pM3W8oum7XC1VxMLeZbtd15CUv9xmvvvoqAOd13bZgPtqTj6Ijdh06mfRcyMtHjXS8Xy61uCn/ABakVgJw1mT6bXFxMqNSa6q3I9PNF9xBP2USimKz3cdeF/emkjsmkkdWbx/MQzRTb7rd8WVzPY8+3RxU90oLcS5blV/nMVh5ee6pp0GSSRRefNHJyHoaqdnu5UNlugFgzr79mLlqNbayY0MIQYd1LjoS16P9nLPR1taGzs5OvDF/HoDyUpihtksrSyypqj32VkskNIjplhNauodayVfbMK/g42Alpls2Ulv4Mfq33HbMKwaY5DQxwcFoDToCARA2xvCxxsF0Bwa5RhB1+T6ZbkYEFJUwLMvylJfv2rWL3nfC4JTeu3xbVVXR3t7u6HFdS82UfOCbolZebWElKQygyCzmUMKPvDwUCom/I5GIuOb6GSiRj4M7ZPCskSJGF/cCoWaH30QwGKwJuvm8KIN++fmKTHel9U4lptuykNfpc5EqQ8ZQQDcvxXQDb74+8GXSyaJ7xTWI3noL8n/6s3gu//QzSN3/gKOVnxIOCxWQ4SExL776Gt2uBtPNHfl5uS4vH5yxdh0WTpgAy7KQuOVmRD95U9l7m/7mbxyPeb23aFsnB1uvmlIXI+uNNwQBlP3Nb2AwPwHbRG0cAOd6hSsx/Ji98tZgXE1C2P+qj3ao8nF7K5qpDWo0/8d//EccPHgQR44cQTKZxJ49e/DRj3600fv2tg95IJEXgABsebmiATNoM3r07XaYPgh5udKYuiWRuRtqTbcUNqiqkc3nEj7ANv2R2aGjW4HnbEf0vHkxwuMLKKlnAVOWOD+DA2/OqvPJxM1s5/s928AolZw8qwTP+ClVjCQ44AoEAs62PmA13WzyHEq7MHeI2hs/TDdxXUdDYLr5BOswqNIjaEuvRHvyUVhMTWCy60OV2hTKgLutrQ0wizgv9Zh4nddzV3NMPVXhJS/XNO1tyXTzGsaY31IJ3qv7zefs51JdUFuHITwlB/XR64B+Kr2U2QoANeXlbuA/efJkB3vWKKbbPEQ7TJBs1mZkVR3QPRIPXF6eGajDSK0y6FZbWjBj7TqMlu65TfFr0V5ah7YLLxX3lcLlkQ00UgMq9Op2m6ntfgY48JL3b/BrpFaB6Za/V7cYSPQA3XUnvjjTXammW24Ztp2PU4rddswrknQRXNYqc5ChSPJywXRLgEQfNOiu00hNpddxUQkLUKgoCsLhsLiuCCH0vhtgYz4D3Vu2bAFgA1d+z3IwXlXNxKS6yQcfkswXe8tYzKGEH3m5ruu46KKLcP7553uC7mpjoZxEHl3cQ7vTBKOO+1EG3XwuqcR0K4riYLvF51eq6a603hE13S6m27KQ0+hzEb0yoObHZjCgWy7F5OvjsvVBHRH93GcRv9VW7Ob+8AcH4ObBWzCmv/8Dx/PJBx+Cwdp/oUYyme8fv0aKwSBvAIwFM2eJaznxxS+UvZfkssCqu8X4YYNuds7W3EdfB4RSgXcxUkwTCoBhD9yP0OLLAMNA6j9pRyobdI9hP6EcdPsxexWli0JezkF3S8334gzoLg/DMPDMM8/gkUceEZr7rq6usrYqZ2Lw4ZbGLFy40JnR40z3iFm0f6eq08FRWnRprC2K6WYoBxm2vLxxoJv38VNrgW49BERH07+9mO4311EgzZ4rRS5GsiOBgLUb2MzkOfHx9vYyq84nE17DzdugEMuWBjp22m7B4Dc40+2uk3R8rCS3dbeQUgIBFNl7g7msr4yhn1DjvPbGB9MNF9AYAtM9e/ZsAC7wws5DW3ol2ufTnrTWMSov5+3CADtDLCZUqwQFBKGAJl4HTn+m20te/nZiuqvVMHoGZ7r3r5M+pBvqsGGIzk5DHXgdkVF7AZSD7kpGanxM5f1xefCWPWPHjkVHR0eZpG6wwJMz8SSbtcGkl7QcsMe37EAdRmpMXp5gYE0C3QoDA5dDkogSgqkjgmK+WXTuuZixhnYPaGRNt/w+Z69u9huNHJDrB35xDfCLFdQsj0e98vIK7uUy66ia7BhKdeWDl5f7ZLq3/hbY9N/07+go71InHgMcdE8qf20QIbuX8zFXyeWgsUWtNlhTzjprugMKPfclJSTu/6amJqiqKo7/2LFjKZDqbUZnbAVgFtDZ2YmdO6mSbxhjkt2gu1rwWvnU/Q8Il/Hsb35XxmIOJQTolphuN+gGgHnz5mEBM69yO4tXGwtl8DyusF0Yl7lBt/v+rAS6AWqAzKMm010JdE+4kK6ZJlDDL7k9YE6l92xYrXxPDbWmWwbeP/jBDwYNuHkkbrvVTsIEAp7XRoh1cMqvXInjn/pHmL19IoGjTZ0KwHbhrhV8XLI0DSZba8neP+n/+32xLzxIJkONJ9n4wUE36e+3fZO4MSVbr1oMdKuGAW3sWESuuxbx224DAGR/+zuYPT12Tfe4cnk5T5L7Ad2ykRoplez1b4sPpltR7LZhb0EH87pB9/79+zF//nxcf/31+PSnPy0cXf/93/8dt99+e8N38O0YfAHE22IoioL29nZnRo8z3aPmAZoOtNAbXa7r5r1IDTdYGmwwI7WGgm4hL/dRt8YXIHzxJTv+zrqeAmmebY3Qmu5c/iJ7MSSz5XK4QXe4RZKce0jM5RonnyH6dPuo6dY0TUyAYoALSvLyTBbahAq/pc7gjHm1tmE2062CyC80oKbbAbo1nSaPACpXJARI7gIUAlUC3WUTqsllyvSekOV7p1ucYbppEEKEIsE3081B96GX7edSXVBbW6HF6HELT8wBILCO9YBI4M4hL8/lQKQe4bJhJY+BgQF0dHRg/PjxaG9vL5Mp1iNbFN+bzwtlj5XN2TLoSmCSy8vzyXJ5uZfBjGUBKWa+NZwmrdxMNwC8luHPURf43w2cLxaqCyQzVMW1WB9KTTdQCXRLTHe2B7AMOubKbYoaJC93MPUeQGLQ8vJaNd2c6d74feCiW+1tvUqdeAh5eWOYbgT0MqbbymSFqd6gjdTqZbphH1tem8zvf/n6aGtrQ/vIHDoS1+MH3W3o6OgQiTCuOuH/+3VW5sDbYAm0/FNPNQxwA6CO0qjOdLuDX3OcvPINuovbxf1Qien2eh/gnBdlprusptvIU/+aWqB72uXAl/qBy74EwB4fLMtCXqG/J6KcONANOEsxFUUZUpeS5IMP0bH0/2fvv8PkuM4rYfzcCh0nz2AGOQMkAJIAQTCIFEWQlCiZVlgHSStLtrSW5fVasi3Lfmxp17LS2vr8rbXrn72WvdbaP0mWtbKpsJRoSjIzKVIMCCQYQOScBsCk7ulYVff744a6VV3VXd1TPQnzPg+eQefq6rr3vuee8543kQCq1Zo+3QBgcGANAKUfPIDz122VGzjGMkbulB59LFLZgjofCjWjUEQKIN/5+7+HZcePQufvXfiX+zzzR8fq15HdkkMq9dPa9oaS6WYAWrNtCX6TO26AsXEjYNuo7Nnr6dENBDPdamlcWLhkTk726AaiuZcD89vBvOnM4Xd+53ewY8cOjI6Oegbvz/3cz+GRRx6J9eCu1BBM3oYNGwCwyVBMJLJuqY/1WMbqneyvuK2Abp3ywdZ8Z7jAIKKmO8aB4FyMyHQDtaBbZbq3fZD95Y7aWootcoXL1wIdbAJBl8J0qyEYawG6zQwgJPlBZmrDvJVLUy3DgnvfqqEySf6+zcQwPUZqYvKdargyoHCViruIE69qokmm2zp+XE7qoSZahsKc7Psn9F31MDq35aAr7uU1wRP0ZMIrq5uNoHuhppuF4ziglELTtJqkMDRE2zBbmX9yjOnWs/xcdtkwui3AcaQJHwDAB6QoH1diTj1//rzHYfjll1+Wmzvbt2/HjTfeKF+rOl03E+LaZ5+vMN1B7cIAUDFvl3JeeTl1mAmbPwoXAWoDIO56oILu3h4cetPteCWRwI4dO/DL+T/n4J3I9UWaqGWzIL6Nhbjk5Z6ETczh1YKXoVYl9DEZqXmYegkk3DmiZXl5vZpuSl2m+9bfB+7gLTGtElAt1ZY6iYhbXq60DBO/Ay1MwiyWPPc1HU3WdOu0KjtNCEm1AJr+TZntiym71vn1uYhvvIq1UYDuKEy3iK7f/bjLYmpabIAbiCYv94cfINcD3WI9M3SCRZXjge3ugphu/zoYxHSrfdI9XUnK441BN8D8CngIEF2tVlEm7DVphF8fkUH3oR8CF14JfEgtvaSURnKyD4rJv/wrF+QeOyLVEX7gnXn3LyL9rndC5+3DQCmg6+j63Y/L/Lj0wL9GKluoAd2EeAzc1I0hY/06AEDx/u+zY+LzR3bNefTcOo7skgO15ozCSI0b4WqWBa3D/b0SW5lbe/Wll1wjtaXemu7x8XHPvN2I7SZKn26xGUU6OyO36HMdzFvsTT6Lo2nQ/dRTT+GP/uiPamrgVq9ejTOK9fxCtB4i2VN7dIuQdUs3/zbwm68CN/xH9kAA6DYcPthoDEYsUGq62yAv14cigO4lzLEUvZyNUUF3iku6+C4tSbAklU7mgQlWR9mQ6RbJmpl1GZjn/8rz1I3n/xnaCDesa0peLpjuxjXduq5LICInN8VIzSwUmYNmDOG6TIbLy9VFvEqUhbcJptvJ5zH8lrfi4jveBeo44aBbyhVLwKX97K7+KrRFda4PDkCSovyBswZzpab7SpSXq6aBkQFsJmDjJXcWel8aWsIFpamVbN5UJeb+lniqxFzMqeK6KZVKNWoKwzA8dZmthHXaXR89Nd0BYJJWq8h/nbU9I5oF0um7loPquoVzeceQy75WXAXLa709OHjnTmwevojt6xdjv7NRuhFTSvHAAw/AmQzfHGzKbT4g6srLq8Wpg+6ITLeu6y5IVIDElN3Lg2q6rRLfCAHwpk9zPxJ+vQtmPMhANGZ5OcyENFJTXerNEjsP0+VeTpwKEryeXjDdYaB798WkLPWilOIUN3sSYLuVHsKSxQQAxwlkMVsJSmmgkVqcoHtoaAi6rmP9UAd02PLcN2K6TdP05OvquihMvDwbn5ru+uaUxpVyumjrqbi+csLHhtpI0nAfCnk9UhreIur086zs5Dvvq3lIKEPFdbFs2bLILeTUWPLgDzH53/+HB+SqZQnqtaIPDaHvy3+NzLt/0X0D28bYH38W1klmrpb++Z+PtKnjB91ErImOU6PEECU/yTff7V7Hd3xaCp+og1pzRjuA6VY8gcxtWwEA5WeeAeWstL7YW9PtLx1uZKYmjNToRK4pEzURatuw+RZNozFHSZjVOH36dE0LgoWYWgSBbhmaBgxudnfSJOh2Hcx1yhYjq7XS/ZqQAyEm0E1tO7BmNzRu/X3gPzwF7PgNdluthfSbeZjsGqX5SbfOsTOEHfYz1maG1coDwItfBb52N3vPp/4Em879HzhdPBE6+IBrVtEgBJMclekWi6CQ4BLTkNKjZGES+op4QLfGJ186ES4v97TTEW3DNKMpeb195gxooQD73DnY5843ZrqrRdBJpjzQMnZEptv7O85mptu2bZksqkz3fJaXnzlzBs8995xnDYksLQeCQXf+HAyfYk2CbsXB3D9n+c3U6naKABsDIqlr2UTtrA90V5RNPv9zh4dhX2LJSvKG65C84TrvE4JAt/Dz6FzmAlQVyCZT2PjY49h06DD2/PQx7Op6F3ocNsa6u7tx9uxZvMh7AAd1R5gq0x1YQqEaqanHqgLnmI3UPEy3GQPTXa+mu6zMq4kOtl4LJjHMeA1wme6Y5OUkYcI2fEz3ZEEy3a3+ps3WdMMqw6TsM+uB7j179mD3eXecJRIJWcrYKtMtmMPUPfewz1u7NpDFbCXo5KRsb0S4yRZQ617uj2ZAd1dXFz70oQ/hjev5dR4RdKttxHRd9zy+dOlSbN26Fbfccov3w8Q1HZXpVkJcX+L3XVQ9ARIyJgFvqU4o6N7/HfZXbEbxUE3TxHno7++P3EJODeI4yH7id2uAsgDeflNdlYkWjPfk3/89HF4ymXmP12E8LNT5pppJS1fxrt/7RM2xkDTPAW+5hdWeA8ATX5Cd3IgG0Mc/7/sADrol021LhSMAJLYy0F15gXlIka4uWQYZ1lmkENABRA1NaRnmLIBuTzSNxu655x78xV/8hbxNCEE+n8dnPvMZ3HvvvXEe2xUfAnRHAg+C/R07Lu/SeVsUK2amOy7Q7YyOst6DhHhqdkPDSAKr3shqf4HaPt2ATGiIwSYypzDOagWBxky3iETWZc77rwKOPQp8VoP+5Oewf8n7GJMEMGMcLVoC7kwK2WZ44qgC0VrQnZCg2ywUY6zp5jKgBiaIYqGuEMVspQmJrXPZbcVkHTlcB3QL5qQImuMbMhkHJKwWyLEBXmmeSM5+0K0mPEJOp9Z0z2em+4UXXsBLL72EU6dOye/eMuiWTMwY9AxL+O0id2VeXAYxHdjnFTM1H3vp79UtkjNCSG2nCB4iyZ+qiRoA0EKxrryc5vOgFu8Lu3QAxPElH0EgR4Lupa7cUwGy24aGsOHJp/DaQD92nZjEjon7sTjLzsv69euxY8cOvHjhAg696fa6THes7uWqkVpc8vIGLcN0XXfPXwDTHcUoyBP1arqF0sDMuhvkjYzXKgV3zYpRXu5nup3JvKzpbsWjAEDTTDdsl+kW7Jm/pvvixYvMT6HLPaZqtSqfd55vpjXDdKsAKfMexk5qvb2h8uFmQ7ZqSiWhiTaclDacz/2gptF8qOs6NB/z7G8Z5h+fhmHIzxGliiI0TcPNN98s6+VlyJIJFXRHU/b51/QNhedCzQ3FMYgIlZgL1/9K3uNnoZqqivFdLpcbtpALirNv/1lkf/u3Ah/r+t2PuyAXqJF+9//D/655TVQjNT/TXc/3R8uy+VK2veSmaU6F/aZWTgd5/DNejwhppMY3XmwLRFFcmps3M5M2fl6FczkQDrobMd1uV5wJOONj7Ngj9OiWr18A3W586UtfwtNPP43NmzejVCrhl37pl6S0/M/+7M/acYxXbNRluv3Rw2tLxty+gYao6aYkfAexmRCgO6aWYWJHUOvvj1zr4Ql/n27AlZdrbCLTbJ4IGSkXmPvDv5iYGfe5Pav5nRQUwERqNYgwubnul5mUR23PEBKU13RrdZhulYnxg24nmYAl+ms6jkfCNpUQxhZUMbsICummrvPJukkTNVupr7WOHA1P4E2X6UbuMgAOukPf2L0WkykvyJ6NoFt16RWhysvnM9MtZLuXLl0K7EnfMETLMABYdqNkSXUwBrlyIYHqmAGiAcnlJTgB8nLCr2NVXq6yJR/5yEdCWZIpM92nT7vH00henp8EtfhVXy3U1swGMd0FxgQiOxjIdIukxymXscN4FdvzDyLVxco2SqUStm/fjuuyWVBCajYHVQDRNiO12OTlwQl+sJGaO0f08PPz8ssv49VXX63/WWrUq+lWe3SLkHL0gOcDbjmUmXWfO9UIcC+nkwWkOQsV2VfBH03WdMMuI0G9z/Uz3bZtsz7cPgZU5EP+PuORmG5FqitahtkjI6EsZrMhpeUKsFDn8jiYbhk+5rkR063rugd0Rwp1Y6hJplsF0QQUa0u7QjfC/M8PBMmXDgKXeHcJartGtvCaqqqgG2jQQm6q4ZN+F3/4o5qnkIgdAdTrpJLJ1FVDCnNLOjnpAu5b/4vr+UEA+4bf85ozCqabe4QwptudS0kyCXPT1fK2qOcGwkF3o41JyaSXylLNSprpuDOP3cubRjrLly/HSy+9hG9961vYt28f8vk8PvzhD+P973//rExy53I0Bbq7OeguXmYTXCIrmW6AsTct122JdxFMYiWegWAPs6Q4EssdFCLJ0kwXgPMEiBB2jBrloLtreTgz619MzIwL4o/8WN5NANx07IsuANz+Ybc9w50+SY8vJNNdZxdTZWLEZCcmt6q4BihFamCgJSOnoBC7qvXcywEGYEdHR1HiLUDqmahR2wbxXWvO5cvy/9bhw7BvuZl9vp9hkUZqJVBuYkd0hyWvqQC22wO6vb+jv7fybAnTNL09g68QIzWRUF2+fHnq8vKBTUzVM3oUepn35p7UYRd0mD0WEgNVWBx0U0qlDwXp6QE9f14yBUE9XcVf0bJR3I6T6XYatAxzJvMu6K5M1oLsIJAj3i/ZWRd0b37xYSxawjYO0/0rgAun5VpzLQjGnngS2lve7D0ebnwHtKllmN+RvQ1Gah7QHVDTvWnTJly6dAkHDx7E008/DV3XZWvDulGvplsw3ao5VSO3c2mitrIpNVG9YH26edItamgnJ7Hmp8+iZ/lybP7Qh1p742aZbqssmW4RftDd2dmJbdu24at72PhLoIwKkvL3u+aaa9j9zbQMU1hK2ad7lKmvYmkXVse5HIgGuoMAc2A0AN2qJ4HwomgadCdbl5era/qKdAFpJz81pvvgD7y3KznArD0W26oAICgXwwF+XBHEeuurV8E+7pJehX+5T0q3w8Kvhqhk0tCq4TmAqOmmhQLgJIE7Pw+6/gPQnvkTAICesVFd9X7oXd2uOaM0UuPj37ZA+BgQkdi6FdV9zCBYOJcDtZtCuq6zVnARjdQAwOKbzVqEdmHy9UIlMA+Z7pZWT8Mw8IEPfCDuY1kIXzQFulNdbDEvjTG2e3AzDNtNXGzbnjrojllebg8zZiaSiVpQiIQt3ecmJ0JezuvGiMYn+7B6bqC2pnvkKLD4eu99v/QA6Dff7mVc9/0TsOcrtW6RvqDVKsB37KK0DFOZ7mKxCMdxUOYbWolCAcaypaHv0Wyo/RTrhWS6BegOYborL76IS+99H7p+//fQ8ZFfk/d7QfeRCEZqRaCksO/58yGg200wkimXrUmlUq1LJtsciUTCs2ip7PeVArqnLC9ftAm48BIwehRk4gAAwM4bIAn2vsR0XCM15ZxqvT1wzp+XNd01Pd95iNuO42DXrl3QNC2Q6d6zZ498j0ZhKUajtFi/ZRjNT4JWFabbLycPYrpVcBoCurW0jd6bDwNVC1j5RqQWrQPggm5RZuLfHFTZmFbXkfru5UWvg7cKnBv1MxfRwEjNKy+vBRK6ruOOO+6AYRh47bXXcOrUqSZB95j3ftW5PKEw3fWYccBtFxaTtBwQ7uVsPpQtnSbzMCsVrCqWQhmthtFsTbddkTXdAAOjYq1T58CLFy/CcoCknccK/RwOY4N8Tastw0QI0E3HJ0Atq1Zl99hnWdlY0Jr+xBfYdeozvgvq0a3Wc0f6XNKNAADPCElEQVQB3ZFVPw1At3o+xPuLv5GJsZQiL3eqns9rFOr8sKGHv7ZOTbd6bgJB9+v3e29X8kDWS9RQSuFQ9j7l3AimK1SZOSoV5P7SNd6d/OrXoA0M1N3U8SvbKukMtDoli4Sb6TqTBeDOLwIA6GvPuI9rAD1/GLhHdS8PYrq9/lvmtq3AP34DgBd0a5oG0zTlRk5/fz+Gh4cbg25dB8lmQScnYXMDxIWabhYtZaUHDhzAxz72Mdx99924++678bGPfQyvv/563Md2xUdToBtw2e5xttum2SVuZxhPMh97TbdwLo/SLiwoJOhWpNZCXs4lbHqSD9qwem6gdjEZ3gfs+4Z7OzsEPPMlEMDbpzoC4AbcHt1AdKY7rdSFlUolVPjOX5zO5YDSTzHfJOgOYbrLzz4Hms+j9OSTnvsdj7z8SLi8XJUrqgt1/hwCQzDdmuFhumejc7kINcEVTISUfFI6pX6lsznE9yqVSnI+mhLTzVsBEpvXdOd1CVSJQWVNt+pcLiXWXF4eBLhFCHmi6OU9zqW44rcSLHmUzR1KKeyzak13/ZZhTl5huquTLjMrNgiDQI5qzBYAuklHFn13X4bRaYH2rgPe+z2kOOARa42Q3fvl5er6Eau8PMxITWwqOLb7/1iN1ERXCC8IIYRgaIh5dkQGcwKg2GXWBgwA9n4V+LM+YN8/stvNyMuFWVRcPboBIJGo6dMtNp7qlTw1DNn5oxl5uQu6M5mMPB71+jjLx8rSygH0OJc9byHm9maYbjVk8k+pNHnyPkEP7p0uVG0BoChIXh7FeFAF3ZHnQulH0LhlmPj/1Jju5tzLVaC/qpcfSx2mmxAS3jZs8hJw6mn2f110z6l9LxW8lq1pLNFSZObm9ds8D2X/4683LFvwg25nw3p0/lZwXTkAaLxtLC26m650Ytj7pEtHvLelkRof/7blYaIBeBh5FXQD3nxFtO2L4nshPsM6JZjunoavka9dAN1ufOc738E111yD3bt3Y+vWrdi6dSv27NmDa6+9Ft/5znfacYxXbDQPurmrNq/rJnYZOu+JGQuDJvt0x8V0N9GjOygE85FWpDJCxndxHwAmtwHg9ugOqr/213Qvv8XjAg/NBI4/BmfVTvz4mn9wgTcJ2Q33hUjwkUyC1JGPqYu0pmkSeBcKBVSSPNEoFGIzUQMgW0c0kpeLa/Bkcgu/wwu6BQAR7SHouLdG3FaM1Oxz52BxeW+tvNw1UiOOwublzyMwJOgOb4sy20JNtERSpCZK85XtDtpMaAp0J7KsXlkzgaFrgU5vcmDndVCDzQmaSd2abgU8iYWfNnBfVUOAb+GebBhGoCy9XjiXLnmlctUqqGBBAxhcWpiEo8rLRaItepW3wHQTewLJJexc0H/3L0B2wN1ME6A7L1obeo9JredutbSlrrw8zEhN/Z5TNFLz1KTXkcw23f85qA3Yvm8wUP3Kt5Tn8KgnRwe88vKYwmOkJtrEKT3ZWw6lHKhuiM0In7xcZXfV60OYpS2pHEKP7W7YAi4IaJXpJoYBwqWuzkgAKyp6p6vAWy0jC1jzaZ0e3fVAt6ZpchOrVaa7nkRdfPaSJUugaRqWLo2oklOZ7ibl5YsWLcK2bdtw5513wkiJeai+5DsUdJ94khFHg9e6xEkQ6K6610DZisG/KGKoDuN+KXnnb/4njww9KPxrfXVoCOaWzaHP99R0i8hf9D5p9Lj3tmS6+fj31XQDgLFhAwjPN/Wl8YBu4Re0wHR7o2l5+R/8wR/gU5/6FD7/eW8N62c+8xn8wR/8AX7hF34htoO70qNp0N3jZbphl2GgAhuJWAya4u7T7Qh5eauge9Em9ndIaacjarpHDqHzxl7oWQG6l4fXX/sXkzV3Ab3rgZc52507Day5C/Yv/Qir/uGDLL0iOjP1+NrdwAcfqXuYMpFtsKj6JdeZTAbFYhHFYhFlvuHBQHcdqXyTIWRG9VqGAe41eCmxBns67sV2helWAYiQ2Tk+YzbnsjdxqnK5eT0jNUJLMpcNBd1C+qYnPONkNvtLqEmR+K1V9nC+mqn5E6pEItGcrJUQ4FceZpLd7CLm0q2EPakj2dUP4ByIQeGMjICWy16mWxgHTtZPAv2xfft2DA8P4+TJkzh58iROnDgRGXADrGUewKStMtEv8jESaqTGN6RUpjvdz1zKo4JutWVVlX2eUyagWQboxJgpFotMZZEXfbqD5eUtt5aCt0e9e6fCdKs13SJJlwk2qWGla6KBkZrnO1S9bKHnbZplUEUbsPI4AynZQeD8Xu9zPEx3I3m5AN0xy8v5bye2OR3OdE8JdEeRl186APzt9cANvw6YGY+RWhjovsSVUYsqx2EmFgF8ykwmkxKgtQq6AUDr7YM9Nh4MugEXWD/2x8Djn2NrfR1Vm83XM02plY1qPCjKjVoF3er7h4HuDRs2YO3atdFVKirTzXulRwXdhBDcdNNN7MZE/TEpIhR0D7/C/i69ATjHjS3LtbmKrQBPyyGxlFM2ExNf+u+ApkFfulQqmgRwFL3hgwC4H3Q3mnOIdC9XxtukD3TnT3tvWz7Qbdse93KAbURlP/yrKD/+BBK+NU3Mh7quo5eXTzRyLweUtVZs7i2AbgAtMN3nzp3Dr/zKr9Tc/4EPfADnzoVIQBei6VDdOpuWlwsHc6sMnbIEJx7QLfp0x2uk1jLoXnkb8PHjwM+4dTQyockOomvbKMxBviCffCZ8pzqoT/cdf+TeJjrwwUdkn277TZ8BPmMxcH7s0VoZmi8c0aO7M5ypoZTWgG6V6S6K3f3JPPRlcTLdvJ9ig5Zh4lg6rEvY1fUuPJ9fgbNnz2L37t0exk/I9ZwJL4sjW4aJxJvL8cL7dBdAiJKcN2K69cScYbr98nIAHon5lcJ0N+VcLmLoWmDlrez/He6OPHUAu6CDdDMJOuFD2h4eBq3w6yiRkGCyWdANAHfeeScIYZ0ggnp51wthomasWQOIa14wnY3k5ZU8ZGGLZLoDQI50Q/fJyzmYJSU25pySBvBzIsa14zioVqugvJUa8blZT7VHN+Be917QrdR0BzHd6kZCI4ZdMN122VsfzqNZprspMKdKxsdPAcURQDPcYwpkuseC30vUdLdJXi5mXPFbN9oMrhtRjNRO/oSB8uOPMXl5A6a7UChIJq3POoMuy+1CoM7r6uZIs91ZRO21kIUHxvaPsL/UZtLmOqo2UcqiL3bbLUXdqBIguVXQTQjBpk2bsHLlSnR2dno+L2iDN1IEMd3+PClKBChugiIUdF/kXQQWban7XnbOK7FutuRgyqFpyP35lzwbWCSRkDXfCClB8q/1pVIp/Fp+7LMwhr8NQFFPAkDBW35Bir5ciedIDm8drFkWtC4v6AaA7k99EoM//mFNvbcYZx0dHXK9EJu09YL4PqMZeTm4spNGAPdzLZoG3Tt37sRTTz1Vc/9PfvIT3H777bEc1EKwxERMQC0z3VYJBgfdsSTysRupCXl5i+7lAPvOurKoCXm5kULu8AoYHTz5evVbwJ2fx+tD78b3vvc92YqLPTcAdL/6L+z/ekIy2qJPt3P7f2GPffCRWhlaQAjJtRahRzfgLtJq27BxPgl1Dl+EESvTzUFILld3EhXXoEmr2DFxP14c68YDDzyA3bt3exg/J0xezpkLIcGyxtz6WEqpu4gI5qTg273NhdV0C6bb9LiVz2bQHcREqP+/UpjulkC3GgrT7VhpgBKQPpb0ailu2nX+AsClh8Q0JZgULF8z8eqrr0rAXdPL+8k/YXW8ISGYbn35MlciWAp35aaTipGaGqJtWlSmW22xw5Mzp6zJjVPVOb9UKklmQfMpReJkuj1gVq3pVmuxJegON5urCXXzIkDO6vkOAkgEsOdq/+fIYK6D1YFj5LDLci/aDLzr74HMImD929zn1nMvdxzmyg8o7SqnHkTXa5juWOXl9Wq6RQu0yYuAVfYYqQWBbnHOuzvSMGkFhl1AJwcC6hyvbl56NnIihC4czEfqgO6HP+n+367UXeMdLofXuR8AEJ3pFuegJyooCdgwuv322/G2t70NhJDQ9aWpmIJ7uSca+CyICGe6Beje7G5cBYHu/MyCbtF6zjrkliXmvvw3nl7eQSHmJP/mZ2BoOsxj/4DO6yc8Nd3auUcBsKkeAIjlVRW68nIOugOY7nohxlk2m5V5leM4DTcl/eC9Kffyecx0Nz0i3/nOd+IP//APsXv3btxyyy0AgGeffRb33XcfPve5z+H73/++57kL0VoIllvt4dsw/Ey3HTPTHXNN95Tl5UEhF4sJFC/ciI51pxhBwneqD9x/Py5evIhTp07hqquuYs/VdMZKOHxj4tjjwMHvu6y46Ie4aicO9r0X69XPE7vfAcyKiMl/ZgDe2LQp9DkNQXeCLaSdIyPQlIV9qkG4BAiOAzo5GWr05vbp7sD2/IPY1fUu9npCPIyfBN08gSfJJKhlyZq3xM03obJrF6q5CSA5AF3XMfYHf4jCt7+DwYf+DaZY2Cd95iBNMt2zWV4exHQDuOKY7qbquYNCqel2HLbAa/1LgDGAJBlgdS5ccBd705SsnmD5ooa/hlvcBoDtq7uBR/+I1Zpf+77aTTwA1mkOupctA8mkQXM5t51UUE23ynSLIJq7qRhopKa4fKvvWcmzFjtFDrpLOoiS2KVSKUxOTqJUKkETfVF97fam2qMb8IJZGWrLMFuteffJy6OAbiPF7Xsd9npftwPJ1uu6+1l1mG5KKarVarQSiFV3AGeeB44+5K7Di68HrnkvsOU9Xpa+nnv5xCn222pmrKAbABwOxjQOal15eYs9uoFoTLcA3YVLkZhuEQM9PGm3K+ju7kYul/NspooNI9u2US6XmypV0fo40x0mL3/iC8BLX3Nv7/gNtrkOBDLetgDdCtMdVR1yxx134PLly9LAr2E0AMGxgG6V6c5OAXRLn4UWmG67Clw+yP4/qDLdAfLySS/bO+1MNxjwtk+eQuFfWL7XCHAD7jWSTCZRrVZhWRZKpZBuAnd8GvbwMLrwP6EdPAQMvwbs/w70iRcBANURE4lFVWh0zPchHHRzd3fNDma6w0Jlug3DkG7mxWKxbltWoaIU0VxNN//+5TIuvPkt0Lq60PmlL0V+/WyOpkfkb/7mbwIAvvzlL+PLX/5y4GMAS8bnK2MzHdG0tBxwme7cWcCqAFY5VqY7zppuJ5+XZkYtG6kFRcoF3R0bjoEQJswkfKe6WmXAt8YIwki5C4MKuAH5V3vsj7GxsgTAvd7X1pGdVV99DaUHHwQIQedH/1Po88Tvo7YXEaB7fHwcBZ7s9ug6SIytsEgqBRgGYFkMCIQAIQFiSySL3R0/K++nlGLPnj0u0837lQLMnE1PJt3EhhAkdtwAALDyk8AAA93lnzwNVCooP/44zHUcLOddSSG73dhITfQjrVQqs5rpVhdUFcTM57ZhlFLJYInfaMpMtyIv11ZsQeLWRUi86W7g+/8DmsmSN/vCBSbpBpu/Ao1oGkTDXt6Xu7EdYP4CF18Dllxf8x72WQG6l4KkFaAJhMjLJwFKQKGDgK+jRtoLUv2hssK6wZ4vDMqyAx6mW6+4oDudTkvQneHJqkx6eMQhLw+u6VaM1NTvFCQvbxSEsCS/kgtkuuV3UKfPACCh67pUM1QqlWhgbt09wDP/DTjyEKs/BdzrwC+Lrycvv8Ta36FvvVfBFUNQH+iWpQR1FFgNI0pNtwDdThUoXPK4l6sbb/5rq7+3h/3HLqOnpwenT5+uSfJFPXS5XJZseJRwe3UHMN3C+2XJDcC53ey+Tb/AlDUBwJs6jqvaCwDdYmMgLLq6utDV1RX6eE00AN1B6qmmQ2W662xQNQwJlFtgukcOs2sm0cFMBevJy/OXALjX0kyAbgDo+dP/isJ997GSnkSiYQ94dV5NJpMSdHuuB6WFHb3x9zDxj19D1/Zh4MvM1NbRu6HZ46heSjDQrfOSIjHv8N/PqrJrULPsuq1r/SHquAd5np7JZDA+Po5isVhXneEH9s0aqRW7uqCNjMDZzzpjke4mxsgsjqazd8dxIv1bANxTi5ZAd3aQT4wUyJ2Jn+mWNd0xgG7OcpNsdmo1Zf4QTBB1kBk8zP5r9EkZeDXHPrfgdy9W65Wu+fe1QPqOT8N+02dAaHPtnCb+4i8AAOl3vB2mYNYDQq3n9oNu4ZWQnJhAZlGMGxTg7Tp4slLPwVyyP0TD7i5XwbJs2TLs2rVLSm2p0oLF4RJzRzGZMTewfqtWiSVpGiHSeKTy0j43iYvKdCtGaoB7zqYM6NoYYUzEfGa61WRqxQpWqyqcUFuOdK8ct/qGHVh03z/DWMmuL6Kx8WRfuAAq5OWJhGT1mpGX1+vlvWPHDjjFMffO8y8Fv8dFJvnTB4ekS2y9VliSideU+d/MeGug/eEHqP4kVTLdmseXQ3UwpxJ0e8GN32+ilQhmuhu0DGsGdAPuBkaAnFV+ByhzeICRGiGkeQfzlW8EjBSs3DAuH3+FVeAvrt18AVDfvfwyB939G6N9bhMhmW5+m+anqaZbgG7+/zCm239t9fdzUzK7gvXr16Onpwfr1q3zPKflXt29dZhuh5um6cpmS3HEdTX3qdqckRGgWgUIga6UysWxURUY0gRwmpjuKcnLp8B0q9JyQuqD7qJ382SmQHfub/+XBNyoVJiJWp1QrxF/JwkZSgs7kslAS/lyUK7QrBY7GdbWbKYqAYDHPy8ftyvsr0Yp0ASu2LJlC9773vdiE1dqquab9cIjLyfEVVVGCDuZxBO/+Rt4ZNVKULDNLL9cfa5GzLPBQsQVLYFuQtiO4OWDTGJulaEb7ajpnvqE5oyPAXAXv9jCzAC8o3altBKJ1ElQrUeC6MprRUDvCGa6RWz7UPAx3/5fcCD3INYFPlob1f37UXrwh4zlbmLHU4Rgl0Wy2DU8DGN91E+PHqSzExgdhVPHwVzXdbljv9Y4i6MWq6cdGhrCkiVLWLswSrFYcS2n3EzNvsRBd38/9BUrANOEwx1RtUIB4N+9+tJLwPv59+Og2y5o0DMOu21bteyPIi8HgNtuuw1PPvkk+vv7p3BG2hth8vL5UtN9/PhxJBIJT3saNZl6wxvegPHxcSzx9QNtOghhEvOx4257JZHkkSoACmd42HUvN00Q0ee0iZZhO3bsCH1s+/btwOV/du+4sC/weSK51/p6ofGNIWLxYwiUl3PQqKcAR/E7CGO6KfUaqQEsSS1cdJNUtabbJy8H/KDbu+7MCiO1KFFHziq/A+HXItFD2WTBoEYGc2YKWHUHnr40iAPZN+Ltl76EpYu3Bj+3nnu5YLoHwjdoWw1q8ppuhzPdoif7lPp0N1HTDQATZ5Cg7jnNKIZ9wkxSzH/9/QP8wB0MDvTjPe95T81bN9oc2bVrV6DpodbXh0Nvuh16NosaJ6I7P8vG0zN/7t5X5OD8jk+z91TUXcJETRsYwN6XX5abdOqYiRUE1vEjEJ8nwqzTorRuxF3TbRXZZkVAj3MAkmjwgG7VRA1wOwAEge7COADXeHAmQLcwTROScmmiBoQy3uo1onpreEJx0ieXDqNjs39DkY2X5HIHTkGDnnVY/r/rb4HHP+M+q9pa20dCCLoVllqqHhuYnKlGaqS7qymFZimZgA2gkEzCSqWQ2rgh8mtne0Q+Cz/96U/xwAMPeO77+te/jjVr1mBwcBC//uu/PmO7S/MxWgLdgFtPNn6CtQzjC9xsq+mmop7M55I75SBEsl+OznezKZ/47/g0qryPby3oVpgdM55jKv/0WQBAcucdMDfWZy6CmKSM79wMXHUVOj/+O7EcmxqybVi+ftswcWydW35G3mfbtsv4lcuAcp2JtmGiXZjW3w9iGDBWrIBj8O855rI91pEjLonAWTk7Z4ASDQCtNVcDFNDNkovBwUFkMpmWewlPR4Q5ys4HeXmxWMRDDz2Ehx56yHO/mkypvWmnHIIRHLia/eVJHoED6JzR5lJqkmi9prtujB5z/38hmOm2R9yNJznnOSXPMavhTLLEkqpMrJH2MsOeD6i4nhSNmO6y5pnDozDdcdZ0qyahHiM1NZn2twxrlumuY6SmE36e6rQga7ptGACsuwcTBmM6R7quc8G1PwTTXcnVeoFIpjt+0O3WdLNzL8wrxUZUS9GI6S7nvZsLkxfQYV/Ghn6Cbdu21VxPYg5Mp9PIdCjMmBX8OwSqJ5TQNA27du3Ct7/9beQUJdcruoaDd+4M33ybOA2UFTPQosuIi/cU6i5honbojjdJkA/Eow4JjAYgWJRHADEw3VbJPQ9TqekGgktieAQy3RdfY38X8b7VQW0Qedg+1ch0YxE/4AZcc7Xcn38plPEW14jqV6CCWekdwlUW2stf977B8lug8XKN9OAwKK/bps/8OWPHb//P8qkWZ7r1KSov1K469UJTarqbkZYDgGW6xESxqwvGhisQdH/+85/Hq6++Km+//PLL+PCHP4w3v/nN+OQnP4kf/OAH+OIXv9iWg7wSo2XQLeq6x04AVgk6uLRklvXpdgoCdLfB8KqT1VUZxhj7LJtN/LZtw+GTUl2mO4B5aiWEqZiuMH5hEcQk+UH30O23x2s6x0PsSNZjugHXXVX0UAXc496+fTuuX+FtcePKy1nConP2WV+9SjrpkjGvLMw+53XedMoakOHfOUhibnvl5XMhGhmpzWWmu1AogFKKcrns2Tzwg+7Y4u3/C/iF/wOsvZvdVsauZjigxYJU5hDTlZfTFtzLQ2NMAd3nX/L2mwZAq1VQvrnEQHcaAAWRoLsO063ORSrT7a+hVQGrqTDd6mOC6S5pTA7Lw9Oru8yPKUReHkdNN6Cw3SpzH4u8PNwtWc6xskY+fG1tSba87h5YhI3tUufa8OcllQRUBXZAW5lu6V7uOMxjYVLIy6ewydyopjt3xnubOiAA7tyQcXs5KyGur4GBAe9GuB38OzRiurdv345sNouRkRF8+9vfxsjICPbs2YOXxsex8bHHsfH5F4KPW/SHFqGAbrHJvGvXLrzwwgs4c+YMDr7pdry+ZbOnDKVt8vIIzLP4zNZrupUND9HCLsAgsmGYaTDlIerWddeVlw9ypruuvNybu5Snu9WU4wSapgngDb8rOw9xjYyPj2OCkxQi9xeAW66XSmmj/G9mAA74Zqa1WHbrIa/+MyuFuNklaSTTHRPobsh0K3LwpkF3wl0rSl1dsixxPkTk7OfFF1/E3XffLW9/61vfws0334yvfOUr+MQnPoG//Mu/xL9w176FmHrEwnRbLtMdi5Ea37mihcKUrfxFywNpKhRn8KRGIwzAORV2DlVZYw3o1uNnuh3u2B1lwgnaFTdN05Oo9nHzl7hDmGrQOjXdgHstXrzoMs4qQHTGvbvNor7b4SBdG2Cg21i1CrYA3b6aOuu0F1g7tg7CN1GCQbdXXj4XYj4z3SpIUf8vkinVKDCW6F0NXPvvXdMY3ZBjmZiUzVWqvFww3UFGasceA57809AEKTRUprt4mRlZKiHNmjQNWnc3SCYDYijAPMS9HACQUOYiI+1lhtUQCa2edCXTfrdfDhyYvLwB050KZrqnAiBEiQoQALpLYy5TD8QgL68Duin/nIB6bhEtMd2DW2Dr7PsU02yjdWJiAo8//jhGVcMuI+F+tsoCVyaZeznQHqab/3a64wCKKimsY0WkUJnuoPZqqrRcjZCez+L66u/vZx1FRISA7kZMt/qcarWKb3/729i1axeuX7MGG558Cs5oiHv58Kve20Xv8wTw3rt3Lx4pl3Dozp3YMjLqkbH71SHk0IPAqZ+GHmfkiAC6xRrTsrxc04Esd1MX624rTHeDWmz5cX7QrTqXC3l5vZZhvvFeLtSvIY87un7vE6ES8q7f/Ti6fu8TgY+Ja6S/v1/mVaVSKdC8E0cfla8jArmNHgXh85mTWCfBOIXG2HFhgqcnYPM5V2/C5T8o1F7d9UI1Ujt19dX43ve+h3w+2u9iK+tMsbsLxob1dZ49tyIy6B4dHfW0NHjiiSfwMz/jykxvvPFGnDp1Kt6ju8Iin8/jxRdfBFALutUWNXVDZbpjNlLTenskA2JfuFD/yQ2CFtiAjV1eDshdWg1sIrZLtQtzqVTy7qp6mO54jonyncsooDtMvinYbkJI9D6eTYbYTKlnpAa416J6HlWASMe8oFvIy23OdGsDrEbPWLUKjgAG3GBKXAfWMR8zgiTQwUF3UK9uxb18rsR8bhmmgpQg0B0ryx0WQmJuUsZoK/JyscnnBEnjfvRx4NH/Apx5LvpnlSakbBtdXOnhq+uW9dw9PSC6HgC6a+cb2bc+2ak8L41QI7UgcFrPSC1MXl5qn7wcCOjVLZhS2wduW2kZBkQ0UuOAP26mmxBYKTbHlTLsWnj99ddx8OBBvPbaa97nBpmpXeY9ftN9zG0+5qB8ziWO415fmOIarG5cBEnAw0B3CGsqro/+/n5eKsbnyhaZbqB2PlXbXNKxcVDx+GOfdXtxC6a7cxn7e+qn7HElPHXilOLakDFjGAZMawL6fT8PfPMdwZsTzcR0MN0A8O//L3DVO5n3AeDOb81GBDO1GtAtncs7gW7+uWHg3XFgl73zYbkUY/lQG0PMSUNDQ1i5kvmSvP7667WA+4kvACeflK/Lv8LP6cX9INyjgpoZCcYJHOCxz7ljUk/AFnP4FEF3qOGbL1R5+aHVq3Dx4kUcOXIk0mdYynVbulLl5UNDQzh2jO3oVyoV7NmzR/bpBlhNQsu7agshY+/evdizZ48HdNfITOpFH784T7N6Yj3OlmGEQF/MNl5EX8pWQ7YLm4q0LSx8tXR2wceu8PBMGmoSECD3bCUE89sM0+1fJMWuYnd3d/wyNR5iR7IR0x3U+7oe011T082Zen31aldeznd3U3fdBQCoHjnueQ+qpdzWUEFMt8+9fC5EmLvsfDBSa8R0TyvoNhzOdHP3cjMh55vAWk7BZoU55QeFkJan+4GVt7H/+xzMRXmFxssrSDoNYvLE28wAvnNCKxVZwkOSCtisV9PtN1EDvEkqpR4jtSB5ealUUj43fnk5EMBMhm1wtpXpFix7zEw3ADvBEs0SZWN8koPbGlYoyExNMHttYLkBSB8NzbZdE7VUCmQqGykq8AuSmIcy3cHz9fbt27Fx40asWsXJA8GI+zdleET5nfzrPqUULx47JtUxQpGmukRLE69Vb2J/L79eYwImaroBAIRgT48v71DGTMLKs84nxct1a5sjRRNM95TG64pbgPfdD3ziFPDR14CBFh3165R8iKgB3Wd5qzbhXK6+j79Pd/EybPBrm7O+0y4vbzHUjZlrrrlG3u8x/xMt7G77A/n4+HM94HaIAJg1RKr8EPLHVsEp8/P1xGeB5/5/7P96ErbFr8c6vbWjRFRFnihbtBIJTASoJOuFrRhclhYNyNLE+RCRM6B7770Xn/zkJ/HUU0/hU5/6FDKZDG6/3fV93LdvX007h4VoLjo6OnD99ddj165dGOMLwcmTJ2t3verFspvYRMUnOCNGphsAdN6H0j4XD+huD9PtW/wm2CTkX3w9RhBtYLoFCI3SKiEsqRVMd7uk5YArL4zKdKvhqdsVyQsPKS8XNd2C6V69SiaAlG/epH7mrQAA+4x3UqZaxmW668rL586G35XCdKv/n17QzYAXMSmcQgFU9KROmO58U63Wtj4UybCv/UzdENLy3jXAEHer9pmp2aJlHm+BpKlMd1C7MFX6nlbmDrVlWFhNdxjTXS1I4OKUNc93V2v0GhmpTRV01/TqDpN414DuiBuhdVg1ydYL9+y4mW7lMwTIFmtMDSgM6tUtTNTaUM8NAI4uQLejOJdPQVoOsHlX0GtBZmoCdHf6fE1C5OWrV6/Gzp073essItNd73cS5170Gx4aGsLuPXtw8pduQef1E275h2gJ9tgfA+c4oBYALzvoaSMqiBB1A/VgteoB4gJg6LoOjSq5B9/8ajkigO5169ahu7sbi5W+4S1H5xJg0abWX1+no4AIsS5QSplR2qN/xB5Yc5f7pDD38vwF2IRdLxnw8VapwHEcnD171qtonGWhzqunT7sbVI7juNeSaGF340cBANTRAIeAJlx/H00Hyt0/h+LY9Sid4dfF6p3A8/+T/d9IwhFKn2kC3cKgd3zJYrlxEhV0W0qeUI65Te5MR+QM6Atf+AIMw8Add9yBr3zlK/jKV77iSR7/4R/+Affcc09bDvJKim3btmHHjh2ShT148GB0wA0w1uQNvydvxsl0Awrojonpbqe8XIQ1ziZd/8LsYR9kEkBaq10KCMl097QuL1cThXaFxjcFotZ0qxGF6bZFTTcHHcy9nE3c9PgJAIC5ZQv01atAbV+9r5lVQHeQvHzuMd1qy46gmu4FpnuKwcGmZlDQYlGyusQ0PfNNDdst2NFSE6BbMN09awDRIsrPdAvn8j7OdGcy0EyeCAbUc7vS8iRIqLzcf+wBoFtNUnmiT6kGWiUe0C3Gdblcdmvv29CnGwhguo0kpNES+2R+zK3Ky8NZNbmxGQF0t8p0i3lcrN9ijamRYgrQXVbmTGGi1i6mW4JuCw436iNTVZoRZb0MahsmQPfibd77o87XDUB3o5ru3bt3MyAHYNkyJhXv7e3Fjh078PL6N+PwzjeCPK+0Brvj08CKW12nqoO8Y49SX67W26rjIWEY0tV8z549so7fMAwv6C5OFXTX79MNAFu3bsV73/veGjPWGQm5+ReR6X74U8yTqGe1x307VF4+eQE2YZsfGcLGWaliYdeuXXjggQfw+uuvx/I12hFivrhw4QL27dsnr6dNmza5Dvl3ftZTn00pJyxMtye8XdBgLX4PsquPgWh8Q7daBLZ/hP1fT8Jxxth/m/WJ8kVkppuD7jHFSDiXyzWUpQNAVckTikpt+HyIyBnQwMAAnnzySYyOjmJ0dBQ/93M/53n8vvvuw2c+85mQVy9EMxEqM4ka171fmmAIp9a4mW5niqDbaSfoVuTldkkDzbFB7me6PaBbLGBmxpUzTTHo+NRrurdu3Yqf/dmfxebNm2M5pqAQO5KNmO4gebmH6fYx+1JeLmpaOdNNUinYon0Nn4D1pUthbt4MavnOfaLTBd28d7cn5qCRGiFEJotB8vIFpnuK4anpnpRGasRMgJgmwK894SvBDtB2JaxTZbovH/AAEGeEvZ8or/DUdAc6l7OkUstmvaqbKEZqZoi8nCf61EkBIB55eVIB2FU+xqeN6SbEK/POcBlhtcAk8THJyyml7ndw+O9cx0itFaabUirXWeEZIpjumkQzGSQvnx6mm9iObJk3pXZhIsR5rMd0L77e95qIbJuY10NahjWq6VbnUgFACy+/jPVPPIlNBw6ieC4N49DfAf/yHmD8NEpfvBc49Uzt5ytGaqIP9/bt22Eo63XFsnD11VfjzJkz2LVrFzr5uqrrOnRHZbq9HTqaDsl0t6HzSzuimZruy0eAF/6a3fnO/w2o5TVhoFtlunX2e1csisOHDwMARnxmrbMpxPV55swZ7NixA4O8O83Q0JB0yJeMtxwD7JpzNFdybY2ZzPwylUF6Nb8+zr4AbOC+W5UcKN+QMALyuGYiMujWdZBsFuO+7j1q95uwsDQ3DywmEnLjbD5E0xlQd3d34G53X1+fh/leiNbjmWfcSd8jM4kaRhK4+bcBADrf9YoNdC9h9bWxMd1TnAACQ2G6nUldJrH15eU8CYhJWg7EU9NtGAaWLVsWf69PJWTLMJ8Rmj8aMt2jYwAAgxuCOOMToJWKlJkLpg9Q2tfYNkhPD7RsFvqSJbVMd7KTSfsAIB9g3jcHjdQAzFvQPZuYbmI4gGW5cm3ehkRs9HnM1FSWrlWmu3MJkFnEWDKl5ZDD5eV6vwK6zXB5uWQhOzq8oHwqRmqC6Qabb1WmW9M0F2Ryd3d/y7C4QHcgM6nOuWKsg7IkMyYjNXVMmRJ0N2a6mwHdfhlrqVSSYDuU6Ragm9L213TzsafblmxJp01VXg7UbxsWynRHBN1iXW7RSE0QGIQQuWlcJRpyf/4lbHz+Baz+1nOodt4KvHYf6P9YiVT5h7A0xTBMfK5VkmNOVR5W+fWR5DnGgQMHcO7cOezYsUOC/BqmeyryckojyctnVTRT0y1c4ze/220D6X8f4VEhYvICbHCm23ArnYVTdqN+0k2Farbnjye+UGO21yhE/rRq1Sps375dKhtHR0elQ77r6O4D3bRHvo9T0kDSadjL3oeJXTz/pQ5w8F/Z/wuXYFF2/vQptukVG6dR8hTS2YmxZQx0i/EQRWKuvrON6e+73s6YhgxoIZqJF198EQcPssV37dq1tbtdUePG/wQMXgtjMVt0Zqu8XGtzTbc9qcvkuq68XCxgMZmo0WrVrZvr7mn4/Ljkm62EzqXr9rkA+TYgrz8VdIvjzOfz0lVfgGt9JUta6MSEZLmh61JmTymVrItuWTCWL5fHUQO6Uz1AB5fWBzHdc9BIDXAXLvX3ng99umeFe7np1nQDigKDn3Ox0SfaFgLwJoStMt2EAEu4KumcO187sqZbyMvTLtMd1C5skiWLJIjpbtVITbQLCwDdgNKZIJNmrdV8v1Pb5OWA9ztmXMmkp3f3FJludf0zHD7v1zFSi+KK7Q//GqsybLZtex/3u5eXxt2e3T2rI39mM0H5b0osS5YwTFleDnjbhqlRLbms7hIf0x2zvNy/oS4Pgd9vmqZ8rrNsKTp///dgHT3K3tphRAIBBQWB4fAuPH0bgJ2fc9+sWMuYVvlvuvQkew2lVKoT1Y0qLS6mWz0PcwV0N1HT7Vj8PPUF+EOJlmHU8W46Kkx3wtChO3XyvKmGaranhjA705qbH8U1snbtWgDwgG7AbU3Hnszl5VxKb9sKuVTWQFIpZN7zbuRe7oOV5/P33r9nfzuXwXLYnJYq1TrxNxMqOdCIgbZWrUSRf6err74aQPOgG3ANKedDLIDuWRT5fB579+6VraEGBwfloGsaeKd7gf/0EvQb/yOA+BJ5bS4YqaW8oJvm86CU1peX6/Ey3UJaDXj7FYZFXExSK6GvYCDZPnsWNMB0RNM07Nq1CwcOHJD3iWu0XC67CyYHN5Lpnphw67n7+mQirzJCmmVB5zuh+tBQjbycZHpd9qs0Cli+5GsOyssB4KqrrsKiRYs8RjfzmekWi/O01nQnfe7EJrtGxEafp6ZbBbFRmW5KvUw3EAi6Zcu8PpZ8kHQGRNR0Bxqp8Q3Jjg4vKFeZbqsI7Po74EvLgYv7GzPdQl5ORALsHUey92p3T420HGgz063KZFM97liuTrpAtFmm25fgi7nfMAwQuzFT2ArT7V9j/bJWD9vtdy8XfhWpHm9v9hhDMN2aZbny8mwMTLcsefCBmxxv/2hm2PggCiBpVl4eArrVcoUgwyxx3aqgu1qtout3P47EjQzMkMOsbpuCAW8phTeSwM4/dsfgU1/0vLdt23D4vDY54LZ4E+pEtWQstppudWNjroDuCH26xWae2MQIzMPU+9T3mnRBt24mkKRegBYr062a7T3+eXafANx3ft5jthcl/POqH3R7Qqr62HOdirs2CNCtL16M9Nt/FsVjvvPXuwZidCRHftj05oAa4lgppQ1N6izen7y7u1t6KkQB3bZvnZlPoHv6M/yFqBvXX3+9BDeivkNImZp2YSQkdkdkfQkH3RcugFIqDaGajeno0w0w0A3bBkolmXil02kUi0UGuh/7LJuA1JpuEU98gTtHfrbpQxBSbdLRARIhUZ1RpnvxYkDXgUoFzvCwVDOIENffrl27QAjxTLaGYbjX5/gYez8O4p2JcdjHjnvuA7zJKQPdbDLWAkA3OnqBVC9L2KgNFC4CXcvcx+egezkAXHvttbj22ms9980HplsFKTNe053myYkYiz55eSjojsp0T17kryNAD29xJBg9leke9bYM0zIZaFJeHmCkxmWRpMPHdKvu5QDw1J8wYHPwgfqgu5xzJa1aFoBb5y5iyZIlOH/+PM5t3oSVZ87UHFPcfbo9G6Dqd0p0sNt2hbHVghVUGfB6ESJl9SS3AhxGrOl2HCfSdVuP6QYY6O4Qcm6/vDx3lv31u3zHGLZguquWdPSPpWVnGNMtpOVdy5nBa6bfVStFlZdHbBkGsGsq6dswUjdb/D3iU295C5LWo0gu4Y79mUFg6Brg2KPe79W9Arj0euhGDgAMD7Lrs7+/H2vWrPE4mxuGIQ1tAUxNXi7PMZk7a14EIzXRneVCmY/JAAUQNI3dX53krvJu2ZlN2P91M4WkM4qC3itfViwWp5Sr1sQdn2bX9uOfAZ78AuBYLQFuoBZ0i/OQy+VQrVa9bZjFGNDYNW+XUuCqegm6ASD7H/4Dyp/9R+8HTZyFk+Brzoqfa+lYRagbr5Zl1V0TRvgxLVq0CP18/ZucnEShUKhr8lf1YR1RKjAfYoHpnkXR0dGBDRs2oFAogBCCAWX31CMzaSLidkTW+UYAKhVXOtxCSCO1dvTpVuXlvEe3MzkpF9subvRVLBZdudCZ59kLxGTfolxIBJ2IXs8NxJfUthLEMGStvnW6NuEG3OtPMJZiJ1ZdyAS4EUw3SmVU9+8HAJjr1srneUC3bUvQrS8eAqhrHAsApHMRW2wF2+2XmM9B9/KwmA9M96yQl3Mgq6V5Gxq/vJzXtAlGGYA3IYzKdI8dZ387l7rMnWC6L+yT16bs0624l9eXl/N626yvpls1UgOA8ZPsb/5CsJEaN9PE2DEJXqnOEmC/vHzDhg0AgIsb1qMSMGe1rU834JV5JxR2P3fWLR+Rtd4NIkRersqMo9TE+sFclIgCumX43ctznOnuWBLps1oJh8/Vmlr6lA0AN81GWE23CroB78ZJTPJyXdddljTgdwqSl4trTz/09+jaMYHqKM+RShT44CPAln/PXizWmjRv13n1uwLfGwDWKv3YxVqpAv7Y5OXqtRsXiGx3RDBSW8rNti5UO1nP7TDFYVDbsMkLsDl/qCdSSDpsXhcA1rKsyGM4cvTyfMax2DXaIoj1ky2pVEqqjmrYbssLup1JyPOkgu5E/l/RtWMCE7s6Yet8E2/sKByRy275YEvHKkLTNJn3iTnvpZdewpEjR2qeK1jtwcFBJBIJqZBsZKYm3ldsos0npnsBdM+SGB4ehm3b8iLt6+uLRWocN+gmiYR0oZ6KxFzUU5J0e+Xljs0mfGdsXE683TypLBaLrlzoxBPsBWZmSnIh+blNmKgB8SW1rYa+giVG9ulToc9RXfT9ky7gfmd9+TKZEFT27gUAGOvcGi3xXTXLAgFgCNA9NASAeOu6O/nGU5iZ2hw1UguKBdAdU/jl5aKVnQDdHGg4U2W6RfIsPAcAlowlu9l1efE1pgrh4Ms1Uku78nJfe0PAdS8n2UytvFw3aq/1yeFgpnvxNgbSC5eAkz9h762LpNULYnp6ejCQyYBqGs5ctbHmmNrmXg4EM92AK91PdgFmRCmtX7bNw3P8AhzWqelWwVzUum7/GutPmj3v43cvnwammwrQbVWVmu4Y3cv9PgOC0c0MeP8CscnLAdQw2GqEycsn/99fg3XsECZ2dYGavGXm+Agm/sdfAFe9g71YyOEF6PbVdItrWK9UcG2SXZ+CVd2+fbunLWRs8nKp0pgj0nIgkpFab28vUqkULBi4mFgdDrqDpOqTF2XLMD2RQdZm4279+vXy2oi1rhsADv2Q/SUauzbDzNUaRNC8KjYLalzXBdPN1R9OoSTBv1PioPuJL4A8/hmUO9+F3N5ujJ14s7yOHS7BNzun3oJLNVPL5XJ47rnn8MQTT9SoccV3ECy3+Bson1dCjC0B0heY7oWINc6ePYsf//jHGB0dxenTbHdYSMunGnHLy4F42oZNV59uypkD++xZOZBVpttxHAas1/Ee80d+PGXADSjmTd21SXVQzGRNNwDoyzjoPnU69DnCU0DTNMl4C6k5dRxQXseu9fbKtmGVF1nP4kDQLXZ5ufEa6ewESaU8EnOth48DP9N97HHW13aOGqkFxVyXlzuO4wFTMw26ScJb00140i02+urWdEdpUSIYcZGUA9xMzZWY0/FxgI9ttWWYJqR+AaDblZd3oMZIDagFi5MXFNCtMuMJ1nMYAM7t5q/lACOA+VnbyR47tX59zWPTZqTmAd3H2d+oLDcApHmHBB+wUVnHqO7PzbYN86+x/nEcyHSLDZ5pAN2C6SZVS1FTxAC6w+TDAiiL85xVme54WoYB9evvg+TllFIkiv8IY/P1yO3tgkYYINO60sj9+ZdQ/OEP2IsX8TadDUB3YnISaX4eKaWoVCqglMo1Mlb38rnmXA5EMlIjhGAJV9udTVzVHOguT7g13ckMduR+gJucZ3HttddK1jjWuu4nvuCSNKt3ujXeLQDvoLwvtK5bjAG+YUULk6B3fAaFwxmUzySZQahjA3d+HnT77wAAktZTALVh6ylQwtZeoytaTlovxPFWq1W5mWhZlgcc27YtbwuiK6rzuR90LzDdCxFrdHZ2IpFIwLZtHDp0CACrgYgj2pHIx+FgLmq62+JennLreUg/Mziyz5ypAd2Akgjt/Cw/MGdKciERQmrdLNM9E/JyADA40x0mL9+zZw927dqFHTt24Nd+7dc8rLdlWQxwC7Os7m5o/BwLIG6srwXdRjqNzt/+LZjXXQeALbzaYtfBnFoA6eYJj+pgPnoc+NpdwDffPmeN1IJirjPd/qR3xmq6eZKnhbmXi5pulf1QWRjHqlt/KEMk4SroBjxmaqJHN+nokAZlrGUYOx80Ucs6yM4O2WxtyzCgNiHNX1Dcy33GWKvv8L63AN3lWoCyOpUCsW2M9/XWsCzTZqSWUCT1LYFu/luUxgDbHUcq4xmVLWzWwTxsjRWMpwd0C1+KidMsURZGap3tkZdTSl15eaUiW4bFwnSHtGlzmTk+N0t5OYlettWgZRgQDXSbpslM9Pg5qJIUUpsY866Z7HVaQkPn7/+eu5ErPrsB6DbKFRjZrDyOYrHouRZ0XYfmKHN6HPLyOiqNWRcRaroBV2J+NnlVeBcZ1acCYDlHJe8y3cksuu1hbCs9Dl3XZd1wbEy3UEEu5aWe1YLXXK1J4B2kcAwF3bYfdBeADe/E6GN9oBZnuu/8LHDHp2GsWYPO6yfQsfoY6M7PwfpNl0wxXvlfTR1jUKi5irrRrh5zLpeTzxWbHyK/beRPJd5TnIsF0L0QsUZnZyfe+ta3eupj42K625HISzO1kBZTUULWlE2xZ2BgpHuAN34KuOOPoS1h8hv79Gm5KCcSCdetV0zGRx9mf/XElORCIiTrOwdqugEuCUewvFwF3AJs33DDDfLxvXv3umxiJsNKENTdVE2DsWqVvCkT+EwGXX/4B57rXh8aAjjodioatE6+yEqm+wIw/DIACowccRfyuWIqUyfaoUqZzvAnvTPOdHPQTfnij4RwL+c13WFMNxCtrlsk4comHwAP6LZluzAXmKtMN9Vq5z/aiOn2G4B5mG4f6F7lA90JfqzVWoCStCws4nV5QnElYkbk5aIdWyugG/BIzL3ycsEW1l97mnUwDxu3YpPXA967lrO1xqkC46faznR7OkZUKnCa9BypG2Hu1HJDlINXIS83ktHrkZuQlwfV7aqbLYQQV4pO0iDVywCh0BIcIFsldP3ux5HeeRs/Tr4p0wh0V8og2Ywnp/C0qDMM6FQ5/jjcy+cS0x2hphtQ6roTa2HrId9PbFKK97JKjMkVTHeKX4t87MfOdHMmGf28BEesGwJ4O9HJLUpp4Lya5RthNRsFgunmpTZ0sgCqbOQRtaXrsa/xuu4u2Bt+DZYosQJgPP2FKee3UUD3BM+Bu7u7PaUWQGMSUJwXVV7eqD3ZXIkF0D1LoqenB729vUgkEujs7JQX21SjHUy3NkWmm1IqWaa2yMsB4M1/Ctz5ORgcTFqnXaa7BnSrNdyfLk9JLiRirtV0G8t527AApttxHA/gBhh7o15b/u9LFNCtr1zhaUMkEsCgDQa1bRitEmhc8uqRl48Iww7qmknNI6Z7rsrLpUGRsnkgfmvxNzYH2XohQLfu3U2X8vJG7uVAtLruMKZbtBw6/yKcy6wcQpioASw5IgnOdKP2unVUFtJT053x/l12M/s7edFlfvzGbMtu8iboyR72uQEAhZbLyPCkSWVlHceRCU975OV+IzVfTXczoFs33HppBdw0a6SmHmtUpjsMdAu2xsN0a7rbZm70SNtBtzqnkGpVtrQkMUhNQ+XDlo/pFvLyqNJy9bVTZLrF3Cqfq6WA4jC0tJLI2xXGnEoZb1TQXQHJBINuQgg0TfMaqVXydeXydWNOgu7GLcMAlgOnnTxsksBw2FP978X/2tzGW09xUF4eBxynllyZanAmWW72q+vGHZ9uqtNN2LwamgfwMbDH3I5Db7odtFBw1VqEAImEJEgIKHJHViG3twv2sWOwxMaz40C787NNbQ4ERRjoHhPtOeGC7k6lhlxsujfKcfz+S7ZtR56HZ3ssgO5ZFKZp4t3vfjd+8Rd/MTZGSB3Ace0USaa7VdBdKkkpcttANw/J4J457Um85A7onv9TW8PdolzIOnMWub/6n3DGx11Ja8SkZqbl5S7TfbrmOvEDbvkafqybN292v28PmyQ1pZbdWLvO87p6rL7aNsypaiCix3lWlZcrLpkiMZ9HoHuuMt1iUZRtkeAmwjPhXk5073mskZeroNsvffQl2IERBroHrmIsarUAep6594t6bgAgmgZN4A6n9rqlkyyR1Do6guXlIvG87v38BTYwfsL7mHxNClh+i3ubs/J+93KAge4EL/tRAaKaIMUlL69Wq+48U8N0K+7lgDv2o0aGb3AUakF3VCM1oPmabnGexNoiQhgjeUA3APTx2vmRw213L1eZblKuwBkXSqwYQHdoTbdXDiuZ7mbmagHQ/e3I1I+PKC9X/1ZJGmTiNPQBX/5hld3P0uvLy+UmY7kCkskilXLN1Pyb6J6abqD1uu65DLrrGKkBvK7bOgoAODsW8nv7QTffbLS5o7ee4tczdYBKXsrLY63pBtzv4t+sbSL8agj//2vyAD6eiG7g4J078frVGyXTTVIp7N27F7t27WJr7J2fRRlM5WQdPy5Bty48jFpog6tGFKZ7nOeEajlnFHm5bdvy8VQqhdWrV2Pjxo3zhule6NM9yyKRSHh7800xVGBj23YsTOpUa7rVZJek6yc+Uw19uXDlPhMIuksWgk3TxO0mdgTzX/4yJr/6NfYyUdMdUbEw40ZqS5cChICWSnAuX4autKsLfY3KaPq+ryovN5R2YUD9DQZ98RDoWcF0a27Noce9XGFLRX3cPHAvVxekqL2BZ1MI0J1KpVAoFKTJSiqVmhl5ueZLWnx9up3JOkx3M/JyBXQXH3oYqFaR7lsHDL8CjLAkUu/3AnOS5PJyp/a6lfW2/j7dQg596+8Dr/4zsPWDwOOfZcchjiWoFnLVHcDxx9n/hYFXJYjpLiHB52YVIKrJX1x9ugEGiBKJRLi8XEQzTDfAzNRGj3qYbk9Nd5NMd7Py8o6ODg+zJpjuGqZGgO6zu92NgDbVdIs5l9g2SLXSdPlT3QiTD9fIyznTHdW5HADSvByijiS7nrzcD7o9THcpB3PxCu8LrJKyWVCf6ZZrdqUCLZNBpsyuK5XpdkG3by4qXga6WlA1zEXQHcFITcRA5SSOJq5DrhiSd8mWYTnPe9qEg+5EmuUCThUoj8df0y1CfJdq6+8rxyRXQ4gIBd1cHXF9+izyD5zFgTt3InPgAJYCOPSm23HAVwJorFmDMgDr2DFU+NqnOfEAV/UY1flxbGxM9kRX5eUioihv/ZsR99zDTI5jb/s2Q7EAuud5mKYJTdPgOA5KpZKHhWo14gLdJJUCaTOza3BX7uq5c4HtQyor7wTC+p83aaZmDzMpafW115pKaizLkknuTIFukkhAGxqCc/487FOnIoFuVUVhjY7i4tq1WMpBt8rwmz435LqgW5WXO6YrR1bl5UE75vOI6QbYOZproFssvslkEolEAtVqdYaYbg66iXeRJqZwL+c13cV45eXUsjDyG78BVC0s/fxVIHgFmGAeCVp/v+elGjdSc6za8e5wpptk/PJyDrq3/CL7BzAWWAUDfqYbYGZqTwBIdoEkuctypVaqR0vlQNCtjteplgfoui7Xo0qlwuZhj5FaNgbQzUFSoRZ0G4ahGKlFY7qbNVLLZrOy9adpmnLNrWW6uQLoxJPsb6qnbQZZcvzZNmilIuXlWleMNd3+edkvLx+6jj13yQ2IHEJuL1QPQR/fBNMtlRaE9zRe5Ev+rZILbM88z5Ru69/Gbqvj7IkvoDKcAdDJ5eVppIou0+0H3brjO7ZWzdTE5sxcAt0RjdRAKVIWO8elaggoq5GX+5huw2DjqHARKI0hnXY71cQaQfLyJkO9RtR5tSHTncxgw5M/BgjB3p3A3j/+I4CQGkWisWY1e59jx9jcs2oldD1eBa1lWZ7jrFarmJycREdHhwTdKtMt1v96TLcYs5qmzZjys50xt7K6hWg6CCGx17UI0E3HxqWBVjPR1nZhvtCGBgHDgK0M3kQi0TSLESUE21s9dKipmu49e/agXC4jm81KVmQmwlgRXtcd+Hxl4j04mcfzv/x+HFrD6hTV790U0z20GJSvtxQKI6K6lwtXY88L5w/TDczNum7VqNA/vmbCvRyoAHB39oW8XLRJis1ITYDuUgkolQHbhuMwRoYU2cakKi8HpSAG+30dq3YMUM7Aax0d7LruWMyS7EzARliHT3odBLpXvQnY/hFg5+ekmVxQTTfKZZh1mO44NgQ9ZlZi7jUzcKCxX0p1LxfRLOgW8nIFJE1nTXcqlZLnKpPJSPAeKi+/fID9bWO7MJXpphM5gJ+PqC0t60YjIzXBbHcMAr93Dnjvd6K/d6dweQ9fk+qt5fLaffLzQO6ce+1xA0Oz25cT2aq8PMFKzF7+JrstrifuAVOlbC7TKxWQbDawpntBXg6vu3091+pqESmHXUOlSkiJVWhNN9/c0HVXzVMaa0/LMPXz7XLL9dFhZXZqXuWRVPNNLJJi53PDE3yzjhAQx6kpAZSg+/hxlF55hX1WsgmVSZ0IY7oBxnY7jiPdy4Pk5fXyG/9G2XyLBdB9BYRaaxRHkK4uGFcx98bCfd9u+vXTCbqJrkNfuhQWn2zE7lk7QLdgt60jR+HwljukAegeHR3Fvn37AAC33XbbjDHdAKDLtmHhvbo9z1cm0FyVLSAF7gztBd3emu56oFsbUlqGaUpiIaSJTjXYVGceMN2apklQOhfrugU4UUG3uG9GmG5QQL3EfPJyL+j213S3ALoVcGZP8s+yGOOpupejMinNm2m19ny47uVZZpDzoceBX33alVaq4a939hupAcy0651/B7zh4yD8HATLy4NruuPurKDWdQNAmaTwjaE/wyO9HwmWl/s3FhpFQK9ur3t5e2q61fMkkv1MJiPX32q16k02e73zYlt7dCtMt32Zs6y6Hs8aLOXDDVqGAUCyI3q7MCA+pnviGHDiSfe5hLcwSo95X2CVXIZ+/VtZ6dmzf8FuV/LAY5+VHjDVftbq0iiXa4zUamq6Hd983qqD+ZwE3cpGYD1muFqQoLsY0NLQ815lv7w8GHSr8vJYa4LV9aJFiXnYZqZf8ebe4Ncld2g/9Kbb5UNU07Bnzx7v+3ACxDp8BBZXYeoxlXOGMd0AA92Tk5OyRC6rtCVcAN0LoPuKiLjrWggh6PgP/wEAkP+H/z9ok6ycYHKmA3QDgL5smQTdNbVdcTLdoi1DpQL7DNuZb2RU88wzz8BxHKxcuRKrlLZaMxH6Mm6mdqq2bVhQeMw0eFJniySD726Szk5ovp7z9ZnuQSkvh65cH2YKSNY5l/MAdANzu22YANjJZLIGsMyEkRoAaIZiICXk5bJlmNqnmyeDoiVNI6bbcQKYbhd0W5fZ76dRrnhR3MtRZptz1AFoqXbudEQ7xSxPMAeuApbWGhkCCGC66/ddFucg0EitUpHy8nK5LJPUuDsr+OfeUSuFkt6Fc4mN8dR01zFSM00zvL2aL5rdrFbPk3htOp1GMpmU8lEPa96zGiDKeGiTiZp6bJptw7nE29gprXymFFFbhrUSop957qw0X/VHpJZhtARUJr013QB0bcL3AkVeridZidnOz7mPP/E56QFTESVhlQpIOu0B3YJZFZ9Xy3S3Ki+P1u5uVoV6rI1At83AdI0qRIS/ZZgwUuO7q17QPS5/E8dx4nW/Vq/1FiXmUUC3Jw8QTLeZxqE7d+LgnTvlQ4uGL2LXrl0e4K0vWwaYJmDbsPkY0WOaw4OYbnHf6Oiox7lcXfOjyMs9/hvzMBZA9xUQcTPdAJD+xV8A6emGffIkSg8/XPN4+dlncfHd70X1wIGaxxzJdE/PwmGsWA6LL34J399YQffERM199eTljuPgDAfnt9xyy/S0U6oTQl5uBcjLqeN4ekICXoBY4QmRpXPQPcTAgLnp6prvVZfp7uiAVWDAwaa+ZFtl9fwAfB4YqQFzu22Yv6ZbvW9aQbemSyZI9OoGwBIQNGgZ1sXUHg2Z7kqOoWbANXtSkrrKaQacNY0lhaaq9igzIE4rBLToHVO0UgH4OdM66gNoAN4xoScbl1lIeXmwe7nJ1whKqfzt4u6s4AdJVd42zSIJr3s5ABC9tg96o5DGVyFMd0TQLWqx8/nGBlDqZ+i6LtfcTCYDQogcDx4wYSSA7pXu7WliuqUKK452YUC4kZq/pruV6GClbLDLoR0FIrUMo2WgklPcy0OY4iAjtZ1/7D6umdLrpcrHu0EpiKJuKBaLuHDhAgBgEd9wln26hWLrSpKXa5p7vFadHFRhumtUISIC5OUUBA6HMrquu7lBeRy6rssN4NjyX8fxAu0WQXfYvBqqeOPX5Z6RThx80+1Y+5On5UM9k5PYsWOHB3gTw5A53WVO6MRVvhjkXj7AfYDGxsYC67mB5pjumVR9tjMWQPcVELH3KgSgpdPIvp+1rMn/73+oebzwrX9G5ZlnUPju92oeEwZGJD1NTPfy5bCSbGH2M91x7X5Sx5HycjXqgW51Qo3D4G6qIduGBTDdl3/pAzh/8xvgKAmoOoGKfXybG3Ukb7sV3X/6J+j5f74ISqlnZ7NREl8avRrnv7UYVW2r9wGV8Vr5Rt/Bzw+mey63DZs1Nd2AKzFXQDfxu5cHtQwToLsR0y0AgJGWMmVadgFV5TCX82UskJ4u6Ly+DoBkup2q5gX+cHt0A3Cd++uFOiYasNyAew4QIN+k5TJ024bBN9AEQIy7s4L/2lBBN9WTXqY7u4gl7c1EOpzpNnRNUTVEA91qjW69UJlu8VrxV4Dw0LpuYFpqujXblnW1sbQLA8KN1Pw13a2EkXS9DEIk5pHk5bQMVPJImOwaFvLymlCZbnHcattQpypvV/nnmXxTWeRZ1WoVZ8+yYx3im8+yT7dg7qfMdM8h0A24Y7ou0z2JJC2C8M3MwNwswEjNVvygdV13y0a47Dv2um7/xkG9jYR6b1NnXg1UvPHx5BADV7+0D8tefkU+VE2nsX37duzYscOTa+lcYn7hqqsAAKtXr27pWP0RJC8fHGRr0ejoaGC7MPV7RTFSW2C6ZyC++MUv4sYbb0RnZycGBwfx7/7dv8OBAOZ0IepHO0A3AGQ/+EFA11F55pmaOmB7hCWtdkB9sJB1Tpu8fPkyWIn2ystpLlcjfyOpFEgd4woxuRBCZoVLo8EnZOvECU/JALUslJ9+Gs6lS7BPnHSfr7CyVZ54WDxBJrqOjg/+CuxVq/CP//iPeOihh+TrGoFubWgx7JwBrdOXFHpA9+3ex+YJ6I6yEzxbY9bUdAMu6A6Ql2unv4/kslII082T4kZMd0C7MLWmu3r4Aih0EA1IXb/eq/YoCaa7FnSLHt0klQKJAnJVeXkDEAmwLgVAsJGakMeLGUv8du2Wl1d40kyJBodSH+huUloOBBqpSckiUcZVg/OVTCbld56cbOC8DG8Sff311+OWW27B1VdfDcAF3aFtw4C2tQsDlPFnud8/lnZhQB15eQxMN9DQTK3GmE8J+bs7DHSbfPqpamFMd9kLbLlpGtaxtkUY2MRuP/EFdyOHlwgkEgk5vwkTKQFEZMsw8V2upJpuICLoLoCAIgn2HQMl5gEtw2zigjNd1105OwfDsbcN81/nMcvL1fuC5OU7lunYUrVQVpRQFU4qCeAt32fNakz29SE/uAiEEKxY4WuR12IEycsXLVoEXddRKpXw6quvAvC2CwPc9T9Ky7AFpnsG4oknnsBHP/pRPPvss3jooYdQrVZxzz33RFoAF8KNdoFuY9lS1t8ZgH3+gucxZ1SA7gCpMk80temSly8LZ7rjAt1B0vJGzrDqjt5MS8sB3tM8mQTKZc9miX3hgmRHVIm5R2KkcdDt+x7nzp1DqVTCiRMnMMad7huBbn0xAxKk02ccpQKMRZtdRguYF+7lwPxgume8phuQEmVNlZcnTGD0GIzn/gh9d10GLahmOD55eVSmO+3K9TzlFxRwSuwcJDb7wJRkuomXbQdAZT13BJYb8MrLg0zU/GGGg24hj0/y38jPdMctL/cz3fKzVMbebxQXJeoYqZmitpZoDYELIUQy1QJE1Qt1Xuvo6MB1110n15lQpls1U5supptHLO3CAPe6qxa87tRSXj5Fx+QGZmp+Yz41vPLyPBIaOz4/001tPi+pRmoHvi9N03AHl5iXRlmN92N/jCqfI0yDjQu1UwzAAIe4LWu6xXdpVV4u293NT9ANAKl6oNu/wVPOSRM1gK8v8rPaxHT7DQOnKC+PDLpl2UMS5qarUc66m4ZVM3hjy1y3Due56fHSpUvlujzVUEuExDGm02ncfvvtIITI7zYVefkC0z0D8aMf/Qgf+tCHsGXLFmzduhVf/epXcfLkSezevXumD21ORbtANwBoHBjRnBd0irox63StVFm6l0dNLKcY+vL6RmpxuFpKEzUFdGrdPXVfM9smF6LrbpuJI0fl/fZZN9lRgYWnppvXclvwgu6REZdtOnjwIHu/BqA7tXMnSCqF5C23eB9QWa++dS4rCcw7pnsugm7VSG3WMN2qvNw0gdw5dhwpCi1RcQ3FhDS2Mx6mGwCsEXadJ1b4Nt+EkVpF85q5oQUVUNNMt5CXB/Tp5vJ4AbrbzXTLmu6Ua7RoWVZ8THeQvJzy753o8MzVYdHJ17codd31GJqGbcOAaanpJkqyG0u7MCDcnVoaqU2V6Y4Gui3LqiljErdNWgbKOSS40sHPdNuT/DdT5eXQpGkaltzA6rnz54Gtv8zcyymbq03l91ZBt2C5gQV5uWSf6wFUDmZThJ2rSKBbYbp1XWfkhen9rNjz35iZ7qA8KNDbRdnEMjdvQkVlus3guTn98z+HS7ezUrw4jXqDmG7TNLFx40bcddddkkTy15A306d7tuTFccesBt3+EHUCfWrP04VoGO0E3aSLJSVOzjsROWMsaR0DcP///b+yxgmY3pZhAKAvXQpbgG4+2MVCTSmNRcpLx1kibaxZw9hiNJbvzcbJxVjLmBfryBF5XxjoVhcGi+/2W/BuYFy+7Ca+hw8f9pzvMNCd+cVfwJID+5G6+y7vA2oC3rPGBUjAgpHaDAWlFGfOnEGpVPLIywXIENf4zMnLVdCd8EiOjZ6qK+/2y8tLo6FuyQBcUF4PdOfZ9W30+a5zbqTmVAiq+/d7HhLji6QiJtXZGOXl/PhTfANNJL1xg+4aplvZYIoFdIvfxCpKtisQdEcI0e4mCuiuN6/55eWUUhw9ehSX9cXuk6bJvVxEbPJyMw2IzVa1rlth5qYU0sG8vrwc8CrXVOZb1HSb3H2komU9DLyd58evGqlt/7A0TYOZApbwDgKnngHu+DQssM81DffzVdAt6rkBQPcz3VesvLy+kRoApDR2rgLzVWGSVsmz/tiVnLddGFAjL48l/331PuCvrwEuvFzrXTBd8nIP070JZYW0EqSHP8q6jss8z46rntt/fP48dt26dXjXu96Ft771rXLTUsQC0w3MGdG84zj4+Mc/jttuuw3XXHNN6PPK5bKnbkq46FWr1UD50WwJuevfhmMUA6RUKqFSqcQrZebyO2tsTB47tW0JQs9u3owLw8PYv3+/dPK0eAJDk8np+U0Igd3TAwDQJgueWmpKKSYnJ2XdT72o9xtVBaPb0wMjmYS1fz/Q1Vn3+4mk1jCMWXNtamuZ8Ub54EEk+TFVTrpqhepkHrpy/gAm26LCbZNSz3dRQXc+n8fp06c9j9f93r7HSKofBgDasQQWMaF3LJW7hlVKAGWMz5bz2WxoCss4278DpRTPPPMMDh48iM7OTjexV9xXS6WSR4IGtHeuE6EbaWgAiOnuqFuEAPlhueiZ3RYqExPQs1kY1QIIgGpmiKXSjoVqYSwUnGmTF6EDcJI9sPn3sCa9yZedYwkGtS55vqtWGIUO1qO7smsXKhMTIMKESYC7VNS5UYeR7AIpT8Ax0vJYwsIRc79to1IqgSgA0eHzUcLQgYqbpAogQwiJ5TcTiZe4xtX1ulgsIkMSEOmWne6H0+xnamkYmgHiWKhOnAftXCavTcJrQamZhRXhfcW6MDEx0fC715vXRAI5NjaGSqWCl156CXv37kVPTw9+cdktQMdi1vaoie+az+fx+OOPo1KpNDw28RtqtjsOaTYb2xg0ElmQSh7VwiiQZJsehlUBAWBBDy5niBhaZoiNtfHTode3ruuwbRuFQkFeX+L61WkVGhw45Rw0m1/TWgq0cxnI2FE4ZQKnwsujypPQq6XA49aW3QL9zHOwTzwN66pfhIANesKU51GV7/b398u8UzDdVmaIzT+lMVTLRUBrLgXXqwVoACxiTumcTneI+dgqTYQeNynlYABIaTbgsLyi5vo0OuTcUM0NQy/lYMNluqvVKjQtwa6XyiTsalVeD/XGSaM1SX/hb6FdfBX2/vtBl9zgAU71vlO9kGNS02o+VxyzWD8BQK+W2DmEDmfxYlSUTbOKXvseAHDy5ElQStHX14dkG/JtP64S/+/t7UVvb2/N56ltKMOORawH/vMy23O7qMc1Z0D3Rz/6Ubzyyiv4yU9+Uvd5X/ziF/G5z32u5v5/+7d/iwSsZjpUw6m4QlzolFL867/+a6xs05qJCfQDeO3553GBy9WMfB7bRAupFFuETp48iQcffBAAsOrAASwCcOj0aZzj97U7hAz+8sEDePBB7/d/+OGHm2Jxgn6j/md+ijUALpdLsLIZ9AM4l8vhmTrfT4Du8fFxeW5mOvpyOawFMPzCLvyEH9OKn/4UYs/+xWefwwj/bQX7c+LECfl6m19jYkND1EImk0mUy2U89thj8no8ePAgTgcY7YVFupLDXVoKZxKb8eKDD+Kq85O4mj/26BM/Qcl8TT63HeNoOkLUvb/88ss4oqgNZluI31YktmrN68MPPyxBtri2xffav3+/vF7a+RttvzSBFfDWdD/61JNYUX4a1/LbRo+Fx3/0I5SHhvCOch4EwKPP7sNbiAGNWnj0we+glFgU9PbYcmY31gM4cm4Mr/Fx0v/881gDgBICQinsPJtTLh3ejWeV8b3l9EtYD6CqpYFKBU//z7/GxJbNAICevS9iPYDRQtHzmnpxN7LowATOXsphd4PXaKUSRMfvH/3gB6AJV/q76cIwsgAuDQ8DHR04cuQIuru7cejQIQDA6dOnY5mnxDVz9uxZPPjgg1LBBgBPPfUUuukouG0V9h05j5NjzX/mW7UsUs44fvLQ9zGWdNty7Xv+J7gNwHjRxhMRvos41hMnTjSs6xbX+O7du/Hyyy97HhOJ5MmTJ/HNb35TJtzj4+P4weAn2ZOaPLeFQgG5XA6JRKLhWBL1rJrtbkK9duoULsa07rzVMZAC8JNHfoSJDNu4vWdyHGkAP/np8xjPtMjsAhgaP4tbAEyc3h/6m4k15dFHH5UbHJJJdNi5H71wCq/ueRbAAKpI4lI1hUUA7IoBajPQ/drLe7AhP8qO+7ldGH95TH7G0tEEbgSQe+3HeMxyj+PS5cty3IlrhBCCn/70p3Jj+q2c6f7Ji0ewk7/u4R/ch4rZnNrgDedPYxDAS68ewOlzsyNniBI3jeSwBMDLe57HyZPB33nt8C5cC6BazAEm8Prrr3sUkiJ+Rs8iYU/iyR99F9sunJRMd7lcxoMPPog1F4/hOgDnTh3DrgcfrJlv6kXYOHrr6d1IATj62m6MnJjEzcpjL+95ASdP9tQ/AQEhrpWTJ09idNRbziRu7927F6+//joAYOfoJXQDeH73i7h4iKCiSLdtQmTepYbwvyoUCrHmmGL+mpiYkGPvsccea4gtxJgslUqhxyPWgyNHjuD8+fM1j8/W3C6qZ8CcAN0f+9jH8MADD+DJJ5/E8uXL6z73U5/6FD7xiU/I2xMTE1ixYgXuueeemqL+2RTVahUPPfQQ3vKWt7RFVvFP//RPqFQqeOMb34gezvrGEblnn0Px+Rdw1fLluOHeewGwemAh4qwmmQzKNE3cyx8f/9GPUQZw1datuJ7f1+549PhxAMBih2IH/8z77rsP+Xweb3jDGyQLXy/q/UaFs2eRBzC4fj3MbduQ37UbK2+7DZvqfL8DBw7gmWeeweLFi/HmN7+55e8WZ1SXLsPo176OnvFx+XuNfe9+CNHe1quvRprf//LLL2PXrl3o7Oz0MNr33HMPTNPExYsX8cADDyCdTmPnzp344Q9/CMdxMDQ0hFOnTuGaa66R7r5Rg77932OpnsRSQkD2ngce/BYA4K43vxXILmr7OGp3PPXUUzh8+DA2btyI6667bqYPJzROnDiBRx99FACwefNmvPYa2/AwTRM/+7M/i/HxcXz3u9+Fruu499578cgjj+DkyZO45pprsG7durb/RtqDDwCjT3rk5Xe/7W0w9h0AuErV6KniTTfeCHPTVdD2smTgrre+A+T4fwEmh3HXG7YBQ1sD3h3Qf/A9YBhYu/kGrL6NjYfi2DhyAIz162EfOgSby8sHk0U5lgBAf+B+4CKQWLURkziJreUyOvnjpXIFEwD6li7xvKZe6BfXAKfPYemq9Rhq8BpaLuPiJ34fAPDWu+6CpqyJl//yr2ADWLd2LS4PD2NgYADVahUrV67E/v37sW7dOtx4442RjqlenDx5Eo888gi6urpw77334uGHH8Yp3qbwpptuwtJuA+D7Z9fe8mZcs6H5NcI4tQS4NI7bb9iMwtDN+Na32Dxx07argGNA16Jlkc7v+fPn8cMf/hCpVKrh88V6cuutt3rqeUW88soreOGFFzwSaE3TIv/O/ti1axdefvllUEobjqX9+/fj2Wef9cjLr731VqRiWn+N4/3A6Bhuv2U76PI3sPsOaEAVuO2Ou4BFW1p/83NLgKN/gm69EHquvvOd72BiYgI333wzFi9mkn2x/pi8pKAva+CmbZtw8NmLcIiO7lVbgddeA7VTAD8vWzaugzYijvtu73FPXAf81X9Dd+k4dt52E+77v/8KzbKwYu1abOHH9eqrr+L555/HkiVL8Na3vhUAyxu0fQx033bnW0CPdYJUcnjz7Td6a/ojhP71PwdywNYdN+O6q6cnd4oj9O/9E/DaC7hu0zpcc2PwcWs/eQk4Awz0duJIHliyZAnuuOOOmucZx5cAo4dxx41boF82cb7K5u7Ozk7ce++9IC8OA6f/Dkv6u3Hvvffi+PHjeOyxx9DT0xN6/dTNG/IXYO5lQHDd4m6sWXM1cMx9uN53qhfPPvss9u/fjw0bNmD79u2exx599FGcOHECmzdvxqZNm9j3PvmHQAm46Q23g656E7538qTnNXfeeWcNsbh7927s27cPa9aswS1+j5wpxMjICO6//36PH9K9997bEHTncjl8+9vflnlBUIjvfs0118jvDrQfI001JgLMlINiVoNuSil+67d+C9/73vfw+OOPYw3vOVcvVOdcNUzTnJU/lD/adZyZTEbKa+J8f51LXMjkpHxfR2EEqryWrVAoQNM0ZnYhZNWdndP2mzg9PUC5DO3MmRozNcdxmjqOoN+I8P66Rk8Puj70QaS2bEHihu3MvCnsmJT68tlyberc6dIZHoZeKkHr7AQ9d04+rinXjxhnQbVSpmnKSaivrw/Lli2DYRioVCpyF7el760+v9dlsMxU1vPYXBnv/hDHTCmd1ccvftsNGzbgjW98IwzDwL59+5BOp2GapqyFrVarHhWJ+ru09TfirWVIyk0CzEwGWtllVY1uC3a5DBOu5NZMdwOpXmByGGY1773e1CiPAQD0jkXQ+XPKwiF740bYx4/DyvMyjPGTzGxJsBBVphAx1m8GcBLVp59265yFlJCfx0jRyUCGluqC1uA1VJGTG5TKYwcAUmGfLRI3UYokEqu45inx/mItUuv7KKUwMz3uMXYvDf8N6n4I6+1sVJTf2zBY6ygAWrKz4bkCXCOgyclJGIZRtzRLfI9UKhV4nq6//np0dnbiqaeewuLFi3Hq1CnYtg1d11tSnwmllFi/ovw2mlLmYfb1xjf+eBmGYZfc34vXoJrJbGu/oQg+z5PJCzA1AgTUr6oeLf7vJEA3qU4iTdwND6tzJRIAKLKgNstZdFqVddNmssN73P1rgK7lIBOngUusda1eqUDvcPOYDRs24PLly9i8ebPnOIS83Ex2AKluoJKDaU02f174OTX8xzbbg3ck0J2KZ87xBB+b6YRbfhJ4fWb6gdHDbGxXJ2ET9tvrus6en2LXomaXoJmmrOm2LKvh9R44jkZel//VymPQbK/Bm26Xw79TnRDzRTKZrPnMwOuZGxMafDyVfTjHtu2a9xEbfJlMJta1VnhUiLXBMIxIzujiewUdq4hG8+hsze2iHtOsNlL76Ec/im984xv45je/ic7OTpw/fx7nz59viyHYfI92makJ2bYz4QJtZ1Tpj6oYAgk58nT36QYAi4MAcuKkrL+Js22YcC/XurtBEgkkb7u1oRnSbDSM0Lq6oHGWRpipNXIv919TQkIknMv7+vqgaRoGBlgiLK6DKbcgUo3U5ol7ud9AxXEc7Nq1K1BmN5MhfnMBrm+88UZs374dt956KwB3bAFsfM2UkZqWdq8xYppeI7VOGzQ36hrjEI2ZPok2YPXahtVxL9eyGXT8+kdg7OBGgNWCt0UQB/7G1dcDAKz9r8MeHmbv0ayRGuC2OVOOJSyIprnJesVXbyfc5/laISTRcfdNFcmZeH+1Fs6yLG6ExMFtK0ZqgHsuipfddmGm6ToPRzRSy2QyIITAcZyG8sFGBpEAsH79enzwgx/EW97yFnlfq50KhHQ0SvcN6V7utKFlGOC2efMYqQn38ikaqWUHAaID1AEmLwQ+JWgtrzHPq+RBrCJMh5vr9bNCExuDUl7uMVILMivjxoXVAh/DlQqI0vo0m83i7rvvxpIliikepW7LMCMFJPl5VzYAI4d1BbQM4x0WAt3LAbmhhsIlZqSm1HQDqDFSU9tbtRTDSqlI8XJsLcOEvFy0JVSjkZEapRTi7Oj8mi8HdKQQ5zDVzHoSIfxrQdQcVvxGlNLQeWuhT/cMxt/8zd9gfHwcO3fuxJIlS+S/f/7nf57pQ5tzIQZdu0C32jLMUepTqil3wRWTjCPdy6enTzcAWHywG5N5WIcOA4gbdLPv30wbltkIugHAWLcWACsToMWibP8GBLuX+ydP8b1U0A2gRsI/5Um1ZxUzojEz8w50iwT+7Nmz2LNnD5577rmZPKya8C/muq5jx44dWLlypbwtWEG1lc+0g+6UwkwmvO7lAIDRw27SZGYYGy36PNfrpVsHdJNkEt3/+VMY+MdvAh3cnXrc9T0QLcO0/qUwuSlo+SnmVdIS6L7l48BtfwBs/7VITxfqG1rxJmni+NN8M9TvXh5Xn25/u0Z1/rUsC9A04PZPATf8OtC9Muxt6ofyG0rwZRhNg25N0yI7mEdNFoXiy/+6ZqMZ0B3kXh5byzCgtpUTpUqLoynOzZoGdHIQ26BtWBDoNhXQjeokEpRd15XVbwF+81WUtbtAxWmpFtzNgiDXda6gqZbYnGGUK9AatT51LBDR1cNIAqke9v9SK6B7rruXR2gZ1hTozte6l/uc0qcMui/sc/9fHImtZZhQiwWVvQaCbqVlWLlcln1ispfYOiWMKYWCRtwHzD7QDYQ7mM/WvDiumNWgW+yG+P996EMfmulDm3PRLqZbtgzzMN0MdOvLl3uYbgG6aVGA7gaLVYwhE69yBRVuctMWprsJ9sDDwMyikG3DDh+Gdfac5zGqXD9hSbhlWaCUyjrv/n6WAPtB95QBWKobeM93gPd8G9DiAQQzHf52SiLRD9rFnskQCZHaIscf6gbCtINuntgSkTebJtsE8IPu8aNe0A0AWX6dFi6Gv38Q6BZJoiqzG+SdNl69z72Pg24ku5B80+3srqef9rxHU6C7dw3wlj8DuiL2eQ5pGyZbhnEQIUBx3MyDWtajtpwBlCTz7j8B3vG/IvXSDgzRq7s44k3imgTdgMtE1QPdjuPIazzKeSKEBCfWEUN03RD/bwS829oyDABMvpYLFtCxABVoTjVEq62J+m3DajZwAJgOH5fVAlDOuUy3ZQGDm6H19rtMd1mpywwCtvy6qZbZnKFXysGKvcII8OBvA0cfdRlKgLH+KX7eS2Nh3zY85jPoFn21U25P+8DrWoztyWGgWvD06Waf5e3TPXXQrTDdhcu1LcOs5nNqy7Lk+A0C3eK7hDHdIo83y2Wk8iyvLpVKePHFF/HDH/4Q+3krytnGdKvrf1iv7gXQvRDzItonL2cTBlUSEmd0DABgXnuNrOkGFNA9zX26AXcg65UKqq+8AsBN/uIANJTvWmrd3RgfH8cjjzziMRcLCpEgzLbJxVzPQHf1yFGPtBwIZrr9Ua1WUSgUUC6XQQiRxn1CXt7o9U3F1e8ENvzM1N9nloSodxVSVvF3trXJEPNIvcVcTRxmCnRrCS6rFWOMg2W7KrwoTiigmwOHDAfdkyGgm9K6oNsDmG/+bfb3hS+7vb0Fw5XqhrGeGSnVyMvrbGZMNUSv7jB5ebqDq5c4mIub6TbFBghq2/i0yvrWhGC6FXl5K0w3EA10q6xN1PM0FdAd1oYvLOT4sxTQ7euhO6XwM922spEdhwpJlBI1YLqDWgwZVDmWyWGX6RYtm/r6XNCtss91QHelzH1pKpXaPMZxgO/9CvD8XwFPfM5lKAG2ATElefkcBd2GFwgHhpCXp9hzbdsOHhuC6R5j6qFGfbpFfqVu/kYOxwYuvureLl52r3FRNtEC0y1Y7kQiEVgL3YjpFutvOplEkpNX5XIZFy+yNUv45rQLdKtKNmCB6W4mFkD3FRJtZ7oD5OX6pk2wldpOF3SzY9Cms6ZbJF6VCqr7ONMdsDveajgTbAElXV04dOgQjhw5gldffbXmedVqVU78s5bpXseZ7qNH6oLueky3mPS7urrkAtLd3e2p9Z02ADaHIgx0xwZGYoooTPeMgm5el60l+MKe8IJuy2FJvFY65bJzgo2R8sUQ0F0tuqxDym3bAkVeLmPDzwKD1wKVHPD8X/PnuUy3mAPFRqRQkjTFdDcZQfJy6jiAACGZtIeNFslRXEw3IcSz4dke0M03QwphNd3RAacA3fVahrUCuqfCwAmWTERk0C1ARyoZ7zXmB92Wj92dagimeyrycoCBbsfbf17r6wMk6B7jTyTBPbT5dWPx1xrlAND90/8OHPpX9v/iiATKVDOYIkvKy8fQdMxV0O2TfAcGB69GKuPpU10TEnQfBwCPkVrQZyUO3i9f2nSuN3KYnXOxceRYQJ63sRKKqCmA7q6urkBzxhrQ7TiAI3wBXNCdXbIE3W9jLvnlclm22yoUCqzum5+/KCZnzYbfIDVKEELk9w0D3bM1L44rFrLeKyTabaRGA+Tldp/X2EeCbp4wTGdNt4fpfvVVjPzW76D0V/8TQMzy8p5u+Vn+JK1QKOAb3/gGfvzjH3uOabZNLsbGDQAA69BhVPfu9TwWlekW15lqEkII8bDd89UoYyrhB93iPFar1Ui1m9MR6mJebwd9VsjLDbaAEzPBWAue6NraKnY8lfPh8vIwpluw3ESXNZ6At6ZbhqYBt/9n9v9n/wIoTTAADgDJLpmwi43IluTlzUaQvFxR+5BkUv6uQgIOxDteRRLoB4+xge6My3RPpaYbiMZ0i+PWNC3yNT4Vptt/3hqtYVJezm/HKi0Hao3UBNNNtEC38aZD1HTnzwU+XFde7gHdF2ByplteF+vXg1oMCFABhI1UcGmDYLqrHHT7me7zLwGPfMq9Xc65G3Ri80HKy6fCdE9f7hRLRJKX87wwkZXzTyTQbbLfpEZezplu7dKrzJUeLYw1Uc+9eJv7+43zVl3C5HGKoDso/N4uEnADgJ7wKM3EXFooFGTOWSgUPDlD3Ey3eoxAczms+J2CVAeUUu98PQ9jAXRfIaGC7ldeeQWPPPJI6E5TM0G4vNzJ5eQAF8Zblm9CyfHnSDZnmphuNek3DQO0WETxu9+FwSe+OEA35UZqWleXnNj9fftOnjyJarWKCxeYA+usBd0rViBx442AZWHyW8y0UDiaRwHdlmVJyb5/h1Wt645LrjqfQoDucrkM27Y9jsmzhe1W3cijgO4ZlZdrbGwT0+RJLpuj7CRTc2jOsAsUEj55eRjTrUrLlcQ8EHQDwJZ3s368xcvAi1917092y41HyXRPA+gmnPWnZXfeoyroViSP7WC6AZeZbBvoVozUpiov7+Qby1FAdzNzmjif08F0S9DN1+hYncuBAHl5TCZqIhqYG9aTlwuQDSCQ6U5svQ5U48eZu8T+htWhCyM18XtXKl7F3qEfMjZU9N+u5Dy1uABcprtZeblt8Vp5zGGmu7G8HGamPuhWSkcAwNJ5OzK/vLxaYKVAlTwM3o6s6VxP1HMPXeeqZwTozsTDdAdFzYacTzki5eXptJyrhbQcYKBbnDvDMNoCYKcKuoPwhzr/z7a8OK5YAN1XSAjQncvl8Mwzz+DIkSMS/E0lNC4vR7UKiL6hnOm2OvkOJJ/oisUiqvk8mwgxfaBbXYhTmzbJ/xvlFidiX9BKRW4kaN3dcjLJ5/Oe3TzR9kmAltkKugGg49c+zP4jdh25o3kUeXm1Wl0A3S1GMpmUwLRYLHqUKbOlrlss5qZp1l3M1cV1xphurQoQyuTlAiwnOkEzK0EdgKDCJIRA80y3r0WXBN1+wKzpwKafZ/8//CN+nwkYSYXpnk7QLWoR3etJgm5NAwzD04e1FUDZKMS84AeysYFu+RteQFX1zihzlUEToFu4l/uBrhqtbEyIeT8OpjuyvJzf1kKS/ZbDb6QWV7swEYoxXlBEahkGAPkLSFJ2jIIVJIkEjJVrAAC0wN8/ANTu2rULe8b6+Xu75Wokm8GePXuwa9cuV/6+/Bb2tzzhstPiXCRbNFJTDdmuZNCdGfDcdDjIrmG6AQZWK3lZx19tGnRzpnvwWq+BGzAlebmQgXeHKE5qQLfHjM9lujMZ91yNKl2DisVi2+q5/ccINJfDihwgiOlW57EFpnsh5nQE1V7GwfCSbFayPY5oCcaN1ERv7PTYOEw+wHKXLrmvbaNZkBqq9K/vT/8ruj/zx8i8/5dgluIB3Y7CaJPOTvl5lFLJVFJKPb2WS6XSrAbdqbe9Ffoytw+2sbYx6E6U3L6+C6C7tSCEyLFaKBRmJdMdxUQNmB1MNwCQBGXycgUsk2wn7By//s6/yP7Kmm7BdLtzlSfk+/R67g5lugFg2c3s74kn+PF1A4TIOdApeuXlaKe8XNR0V2uZbpJMghDikZe3k+luG+juXcfk/6UxWIUxAK0z3X71SVC0co6mU17ugm62VpPY5eUhNd1xM93F+kx3YE23owCWwkUsLR8AAJw6dUqq8/SNbDOe2Py8KpsF4jmapmHXxRT2dNyLqs2d6stlvDQ8jF27drG5TYDugavZX8cCERs9Aij75eVqe7V6odZDx+EIP53hk3wHhvTWiCgv52HpbHzW1HSLz6vk3JKCfH1zW09QCpx5nv1/yfXuNSiPQ4Du5ks2W2a6NRPQNJkXqEy3Go7jYGxsDED7QLeat8bNdBuGEVjrPh9iAXRfIRHESsWR4BBNA+E1b84Ek48LprvKJwOzVEKGT54T/DGSSoFME+hSwa25YQM6fv0j0AcGYJS8LqathuzR3dkJouue8yp208fHxz0ASjUQmo2gmxgGsr/6IXnbWMuZgDry8lTZrZULA90dHR0YGhpCd3d3XROuKzlEkj82NtaUQ/F0RdQd9BllunVTsm9awmHychV0p9OwJvj1e/4l9lewdYLBsIpuIqiGYKhSPtDNN50QBLoF8yVYkSRLtiTT7QPdWlvdywPk5WIO5MceBLrbwXS3TV5upoB+5k1RzTFmqtWWYar6RJ3D1Zgr8nKd57FanD26gfCa7rjAoWAZm5CXB9Z0UwdLywdgaOwcjoyMYOJL/x32pTEAACGcfTNSoI6D87fcivO33ApKKbZv344dy03s6noXhi12/kZWrMDe48exY8cObN++3QXd/RvdzyzyzTuxAeGXlz/wG8D/OwCMnax/DgRjrplzr0VmrPJyr8LI0dlz5djTTbbhBjBAXMm7oHs82BMgMMZPMQ8BzQCW3FDzua0y3Y7jyM3GyKDbV6KgGpmGmaSN8DLPdpioqccIxFfTPZtz4rhiAXRfIUEIwS233IItW7ZgxYoVAOJL4qWZWm6CmaTx963yhdAolZDh4DPHd99mol2YOkmQdBpmXPJyYaLG2YMg0H3mjLe/6GxnugEg+773QevrgzYwAGMdq1GrB7rT/DzWY7oJIXjnO9+Jd7/73Qvu5SEhQLe/5VzYeM3n87GUikSNqKB7RpluwK3rTjpeeXm6DySTgTXOx51fXp7ocJmuAIm5MFtyqJfFc+XlAUlO11Kga4V72we6US6D2va0MN2yZZgqLy95j10kg2rbntnEdI+MjODxxx+v8c3wxOC17D05u9Uq000IkRLzRqB7uuXlQWAzKPxMd+zy8umq6S5eluVpagQZqQXKywEYsLCsl13nJ06cADQN5cd+4n1DI4XxL/xX2KdOwTl9GpTnLdvX9GLHxP0YpWytv7hxA7Zv3sIAN+CC7q4Vcj4hkwJ0h8jLjz7MzptQ3ITFXHUuB+IF3brhUTJZGjuvng0vtVd3OSfVDtWJJtbJ08+yv0NbgUTG3fgR0aKRmvA20nVdrvX+CGW6+TWk1nSHrcNCbj5b5eVBTLeY19p1zLMhFrLeKyg2b96M2267TQKhuEC32zYsL1luJJOo8MXRLJWQ5rtuIsmaTtAd1IKApNMepnsqztCiXZimJKoixPc962u9VSgUXHO3WQq6te5uDP7bjzD4oweh9bBEgRbD5eUpXudWj+kGWBK7ALjDQyzEly555c1h4/Whhx7C/fffL+Vk7Q51wa8XM8p0A55e3X55uZbJuEw3N1eTiSEhLosRYKZm7WXJWHnPfu8D9eTlALD8Zvf/PPFWGW1aKExLyzCY3L1c3Wz0HXu3soEofrvZBLpfffVVHDx4EAcPHgx/0hAD3dUim59bZbqB2q4C/mhFDTAVplsch/idIruXaxx0t01ezpluH0iYcgiW0bHcunz146O2DOOxcpCt1SdPnkTX734c6fe8z/O4fWkUk3/3FXlbdCdBogObC0+4vjS2jRt23MAeo9QF3Z1L3bZ0fA6hfiO10jh7jWhBVQ1Q1agxn0G347jScwV0h403VWLuBIFutVe3ynQ3Iy8XoFuolPxMd4tGao3ahQGNmW5pAhjQ51vcFkz3bAPd9eTlYqOgt7e35rH5EguZ7xUYU+kPGhQadzCnuZx0Ltd6e91Fr1xC6gKT+OX4JDoTTLcfdAumm1I6JSd3KS8PYLonJiY89dwCqKjJ5mwF3QCgL1kCfckSCQJoya1fIoR4Frq0w85hPaZ7IRpHK0w34DVSaWfMNaabJBxWx+yp6c7AGveBSCGRBdyEysd0U0pR3cfq/Oxhr/tw3ZpuwE3eAMl0I+W2JqKFwvS6lysAxT129rk9PT0AWus/HSXEvCDev1nWVyTj5XItoJIhmO4SAzOGrk8ZdIeZqU0n023bttz4Er9TVKZbJ2z8kbjl5dJITTDdwkgtJqY7kXHBZkBdt3o9iWuiLuhezEDb8PAwisUisr/0K57HrdPnkbrnLQCAg3e8CXtfe41/UCce7vl1NmYpBdV1PPDQQ+yxwiW3tVPHYneMi+OtqekeYxsIArRVvBtQNTGXQbfqKB4Uaq13Ios+3m52eHg4mBBR6qstf59uwNuru5KX10B1ciz6MdeAbj/THQK6jz0OnN8X+raN6rmBxky3Ot+IDScRS5aw9nrtZo3bIS9fAN0LMS8jbtBNOgXTPSGZbq23V+7GGaUykhcZa1cSyV02W/M+lNK29CIOBN2pFHNV5583FYm5Ky9nk6iaROXzeVy+fBnlchmmaWIZNycTsnNd1+cE6+uCbq/cywO6+U+ngm7/grAQjUMk+P5rMiw5F/fXa2kUZ0Q1UhPXxkyDbi1JYa5bGyAv9wEk1YAnhOmuvvgi6AS7zx4twlHOuQTMUUA3T7yJYqZGi0X3PdLTLC8ve489m83WgOx29OkWITYjmwXdddcwwXSL+V+jkKqGWcR0Nwu6xTFomibbmUVmunUhL5+mlmFxGn5JiXmtg3kikZAlAKOjo5662Yw9BsDLKGY7uzEwwID3qVOnaoAspTqMDcwTgFCKvadPM4fyw5dxNsVM0pZwIH7u3Dns2bPHZbkziwAjIduLkUKIvJzawOgR90OD/CPUEKDbrK8wmpUh5larxFhtf6jA1Uhj0aJF0DQNxWIxuIREZboDQbfKdOdgOlzVWKxVSQSGVQbO7Wb/F/O2X14uNmbtMsAJB+TOAV9/M/BP94a+dSPncsA7N1BKPZtYfnNLQoicT9PptNyIEzHbQHc9efkC6F6IeRmxM91cXk4nch7QLYCXWakgwROFEk8O9MVDNe/z4IMP4r777oulf7gaQSwESadBAJj8sbqMSYMQ7uVCXu6v6T516hQAtgMpkjcBuudKW4RGoFurVpHkk6kqL5/PtTntimzAhhQQPF4ppfL+ei2N4gzVxKVeiGt7xuTl3F286/d/E93/9Qs1oNvO66Bq/qeC7hCmO//Vr7MacQC0osE6dkw+5meLa2LJdmbKA7gsGBQztUJxWpjuIHm5n6UnhHiYGE3TYnWT9W/GNQu6xcZPXbDZswYws7DAzrkB5b3N5pRW7ajpblVeLsZ5NpuNvJZLpptfm5rSRSKWCDNSi4vpBhqaqYlEfXR0FOPj43AcByYsdNojtdLgRFZ625w9e7YWdFcpSg89DADY8ORT2NrZyVqGHTzNXm5P4tyWLbjq+RewY8cO9tjLvNykcyn/DCEv9xmpJbKu0delA+6Hzmem2+MoruQQr98PfONngLET7LaRAjQNhmFgcJDVTJ8/f772/RTQbRM+vtWxpzLrirzcKkdcI8+/yK7hzADQt47dF2akpn6ni/vZZkruDGAHj0mR+0VhugEOTpVNLDU/FuM/qZQF+evEZ6uRmj/Pp5TKErkF0L0Q8yril5cLpjsn24WpTHdCN1zQLRiBxYs97+E4Ds6cOYOxsTE5KcUVwfJytnAZ/BinwnSLeq8geXk+n8fx48cBACtXrqzpTzubpeVqSBBQKnvUCGLiNUsl+f9SqSSTvAWmu/kIM1cJGq9B/gHtjmbdy9XjngmmW08yN36ve3kGoAR2Xrk+PaCbJ3UK022PjKD4gx9AS7Dr36losI4elY/LXtdhSY6ZZqY8QCDodqZLXp5sDLoBLxMT9+bgVEA3pVSC7rprmKYBg1tgEd5Fg/Lva2bZY01EI6Z7OuXlKuiOaqQm5onO9/8Suj75h0jd8aamPrNhqDXdagusuGq6gYZtw1TQLepZe7UJEFAvQAIAMyOv78nJSeS++g3Pw/qyVbAUv4BrHCpluwBQ0bPY+NhjuGr/68zVfMcOOCWet3TxVpt+pluw/oS4EvNLr7sf2qimW7DBcxJ0Kxu0Kqv96KeBwz8Cdv0tf5674byY54jnzgU4jmdUeTkbc561RRqpeeXlFUXdqMYrr7zibc958lmUSYax3GKzUZWX60l3U0X9TqPuehDWh13kmvXWT3UesSzLM57UsS7W2Hqge7Yy3X55eT6fR7VahaZpdVUAcz0WQPcVGLHLy/mOnTMRLC9PJBISdFcIAUUt6FYTj0DHyilEmLwcYCw8MFXQzZluPlGoQIhSiosXWeK+atUqOQGKjYU5B7oBIMDB3CiXYfDvIs3yCJkz3282hX/RrMeI+Td4piOiGqmJ41bH1kyAbpn8+IzUAMAaVyWJisIgW8t0l370Y6BchtbNEhynQmAdDWC6g9zLRaxjdaLoWy/vIhkuLy9MAsJFvJ0tw8SYVEF3QLszlYmJs56bfYz3HIlrPgoArVarco5tOG8PXosql58aAnQ3KS1Xj8+vJnniiSfw3e9+Vyp7pkNeLo4hk8kEunYHhZg7kuvXo/O3PuaWGMQVcuxQBnTibhkGNMV0Cz+MPvAxn/GD7qz8TfOnTiH/13/neVjrHQCUc+RMTODtb3+7+zi1sPHZJ6Fls0BlkgHvLs7ICqZbbKxJ0K2soWJuutwE0y1AeQvX74yHprtMvwCokxeB4ZfZ/0//lP1VNj4F6G7EdDsIYLrF+xQvA9SR8vIq1WvKE8bHx/HCCy8gl8tJKfu/vV7ENxb/GSaHblU+UwHdiQ62cSd+0yDQXQz2WAnqpuMPVVnkZ7qDelmLvHIugO4wpltIy7u7u+dEyWWrMX+/2UKERruYbppT5eU9MhFIZtISdFNCYKVS0JVdY8CbeIikPq4Ik5cDrN4caB10W6dPo7qfycq07m5QSgPd0gcGBpDNZuUEGPSc2Rwq6FYl5mICNUslmAnvdZVMJmOVpF4pkUqlPOdNgJ9GoHs65OWU0qaN1Gaa6Q4C3QLoWmMB5juAm6SrTDdvy6al2XegZU2CbkppY/dyALjjM8CHfwps+5C8i6Q5060Y4bVXXs6N1KpVFO6/H6N/+CnW6hEuCw7MDNPtOE6gwY4aKiMV1JfZE0PXSqbb4In3VEC3n+k+cuQILl26JEuIWmG6m12HBYvb09MT6T1KpZKcG9rGIKljp5KPv2UY4Mp7m2C6+ygHvKK9kwgzI3/TIgiyH/ttz8PWxVHPppTDgZm8TQwcuv12ZFadAf60Ezj0Q69zOVDjXu5h/UVdt0de3mD+btEEcNaErOvm+d3xx93HLr7mfQ6AoSFWgjgxMVGrMFFAt0XZfOxZW4S8fJIZ+CaEezlJuVJ2Hmo71+PHj2NsbAynrT7YJIGxri3uE1V5uSin8Luyj7mbsCjVB92Ncj/PppzCdAflsxs2bEB/fz/WrFkz50H3fJaWAwug+4qM+I3U2CLg+NzLpZlWNgvNcWAK07JMpobpVo9lWphunuSZpQi1gSEx8d/+HBdufgOqe/YAAPRlSz0TiWposXLlSgC1DM+cAd2mCfDJkpZKqB45ivz//nvofKEzSmWYvkR6wbm8tdA0zbNQ1gPd6n1qG7p2hWVZ8hqfK/LyQNDdweYsj5lakJGawnRTzoIQjc1rTlWp6VY8IeoCZjMFrLiFMT/i+QJwjkwP6BabArRSwcSf/b8ofOMbKP3bQ57HgPaC7jAjNaAx86tuyop5+9KlS/ja176GXbt2eZ88eC2qQl4+BdAtarrL5bK8/tUNVgHypoPpvsA3fwYHBwNbZflDtB7s6upqn8eGprlsd3VSqelug7y8AdNdKBTkOeqzOUuqysv1BKAbrmGlRpD92Mc972Wf8kqaXyHAiy++CABIOXnsmLgfB954F15bcy0ACrz6L7WgW8jL+QYEVc+FkJc3w3SLx1VFzlwKP0A99lj4c8DmiP5+9pvXsN2K1NvhMMbLdAvQzeZvkxsIVkkSGDvueavTp0/L/584cQKHDh2St6tJF9x7QTefQ/yu7BGY7qiEi2d+CGC61devX78ev/ALvzAnmO4wefkC6F6IeRut1pKFhdbZhRM3bMdT69aieI5NjvrQoMt0c6O1BB9k5UymhulWE/O4me56oNsotA66i9//AQAgceON6P2rv0Tqnns851SdPFatWgWgdgKcK6Ab8JqpTfzpn2L8M5+FNsZ74JbLMBPB/SIXovlQF04Bfhox3ZTS8L6mMYXYENN1veG1KwDIzMnL+fgrjbI6PhV0GwZIOq306kZwyzCF6WaGiRQEHHSXWU03pdSt50YDpjsghNRdMt2mCRKznFsNVV4u2PvKbubUS0Lk5XGDbn/XBlXd0QzoFmPiwoULsG27Jjl3Fl0DW2PA1Cxz1rMF0J1IJOT1XM85vd1GauVyWbofDw4ORtpAHx5mbN+iuM3T/CHGTyWvMHNtMFILcC8HvA7mYsO/ryocxRXwxIFdMpmU12CxXAWIez06Rfd8HnrT7Xi1txfr17OSkA6aw/b8g7j6uUfw4sBO7Om4Fzj5E2CCM6Z+pluEKrUXG4JqfXOjmm7BhM91plt85+MBoDvh3VAQbHcN6PYw3dyRP4jpLvhAt+YF3Y7jyHauANug2r//NXm7qivHYyTdDQ/Tz3TzOclT092ivDw/DPzNNhgW+73DarrDXq+2EdN1vW1mveJ9NU1rarNxgeleiCsuotaBRQ3S2YnjN92I4b4+nOMJiXndda5hRHcPACAhzG8yGWhLpq+mO1BezgGkUWATWyvnwuFOiz3/z58i8/M/B0KInEhU999MJiPbk8wX0G3zRVDjyY1RKsHw1aEugO7WQwXdoi1QEBjxJ9vtrutW24U1Kh3wg4ppr9NSme5yjrnKAtLVnHR1NsV0OxMTIAYFgXAvJ6Dj43BGR13QrWlAk0mOkLoLlVBbpeVwW4Y5I6OyhpzyeVsF3Wp5SNw13WqbG4ABpqjMr19e7jhOTW9mEVayR/7fGH6Jf1jzoIUQUlPXPVXQ3crmtwDQgrVWjdTC2m0KT5H2g26lbVg7arobGKkBkP2dAaZOSFkc+Kg13RwwEUKkwqJQLHpqrqnNrnuaTMIhBJuOH5cAsIOw33/zvkexffzHcIgGjBwGLvncyxWzRADec5EMkPlHZbrnA+jOneMmcgQYvKb2OTxEXbe4hmUooLtisfnYk0uJ9+HyclOsRSQFOnocBw4cwMjICC5duoRKpYJEIiFfXyq5G6hV+Maz2PgRv4H6nco5t34faFjTHZr7nXwKuPASjAp7PWO63fEUxbRRzFXt7B4jTXSbzGGDWoZRShdA90LM34id6e7qhMUHd7EjC62vDw7vRw0AKS4RMrmzeaW/H5oPoM0Y091iTTd1HAm6NUVGrk6IK1asACEEmzdvlsnrXJWXA17Q7XCGW6vwtnDlEhK+CX4BdLceYtFMp9PyPDZiuoH2g+6o9dxArZHajIJuwY4ZaSk91Do6YU/qoJqvfy7gJumVnGQZ6PgECHcuB9GhDbI5zjp6zOP+3ayPgXQvnybQDe69YCm1jDJ8Y1YaJbaBLVHruk3TjAy6/euDZVnyGqsB3fy9CHWgn+M1uS2CFn9dd9B4bLe8XIBu0U5JXT/C2G4BWMRr2haC/atMtqemu4GRGuAt6err63MZSLWmWwF2nt9UNTqzmeHrM//x13Fx4wZsfPlVObd28PISYlLckP9X7Mg9wF4jGFyfvFyGHsB0qxG5pnuOystVKbao5168DVi9032OD3SL36empSsH3SWSRbnKwJunBZeUl3PQbbqg+/zIBJ544gl8//vfx2u81/qSJUsC17Sqf2yKjZ+gmu7RY97nBjDdtm3LzbHQObXMypgMh127Hnm5npjzoFvMkaq8PJ/Pw7Ksee9cDiyA7isyWu0PGhZaZxeqfHCXuruQ2L5dJkG6rsNcxCbIBHcUtYZqd9ynvaZbMN0hyVqjoLkcIHoPh4DuRYsW4cMf/jCuv/56+bhfljunQDffqKDFEiiXOBr8tzKLJeg+9nMBdLceKuiuJyGdKdDdyLkcqJWXzwrQrdTlka5OgBJU1/42sPOzQO9q72tFL13OXjjj49ASPFFIdcNYy/q3WkePNm4XVick6L7MQXcbncsBgPA+3fbZWtDtl8aL3zBuphuID3RXKhV5XfrHiLj2TFoEubCXf3BroNvfq3uqoFvd/A5jqf3hB93q5wVtHE9OTqJQKIAQItVWbQuV6Z6BlmGAlyXr7e11+yerNd0KaA0D3dQmqKbTGOvtwfjSpchR6oJugyt3kg4I8YFBorsA3y8vD6rpVmM+u5cDXim2qOdec6fbRlF9jrgZtval+wCiYcxg6gO1Zz0AxUiNy8v5nFfVUhgtsPmlUqngIG8Lt3TpUk++0mVdCP9cIEBeXvBKy4FAplt9v9Dcr8w62xgWm2ealZcD0wO6+/r6YJqmVCNEjSB5+ZXiXA4sgO4rMkSy4zhOTV1FK0E7srD5exa6e5DYfr2nXZjezxZ7UyQrfX1wHAcPP/ww9u3bB2AG3MtNEzBNGCGyxEYhWG6STnuYKXE+1XoXP/OlToRzCnQLprtY5PWtwJqTp7D85Cks2/cytHTac44XQHfrIRJ8tS3QbADdqry8UYhrQQCKGQPd1YLrKqsk31oHl+2nbwF2fsb7Wk1zJYw8cXMmJhTQ3QNjzWoAgH3smNJfuwXQnZ4hefnwxdrHfJ8tfsN2jGX1PVXQ3Wgu9vsWVKvVUKZbbrg65SnLc6Mw3a3UdFNKI63DlNIa0E0IketL0PGI5/f29rattlOGOK8eI7U2uJfXYbpVeXl/f7/rlB1Q0w34flMFFFMbsJTrczyZcEG3yeYzvTNgc6hjsWuS6Ge6G8nLG9Z0zyN5+Znn2P9X3QEsVkG3l8UPLYXUDeCuP8H41b8CwKtwYC/01XTzOc8mJsYrteNgyZIl0HUdN910E64dBFaVavNSAAHycoW994PuAKZbvJ+maeHrYYWDbt5bPIqRmj+mA3RnMhn88i//Mu68886mXhdkpCbyio6OOXptNxELoPsKDHXxjYPttpSBXerugqkw3YlEAtoAm6hE27BqVzeGh4dx9OhRvPTSSzXHMR1MN8ASTKPcGtMdJC0H3Em1HuMx10G3ffkywJPE7tOnccPTzyA9MQGyALpji7Vr12L9+vXYtm1b3XIQ/3Xb7rZhzcjL/WNg+kG3ktgef4L9VeoHCa+Vd3ITwa8XAL0gQPc4iADdyW4Ya9cC4PLykisvbzYE6LYl6G7zuOHycgSwq/7jT6fTuO6667Bt27b4DyNGplut6VZZYzE+RMsgdmNqoNtf061e562AbiCaxHxiYgLlchm6rktXZ8AdV0FM97RJywGvkZoCEmILAXjK44AdfL488vLuLsDhzwuo6QbqM90e0N3R4YLuBNvkMLr4exuKMkVIy4Hamm49oE+3GleSe/kEdwzvW8fmZGFi52O6xRwRqAa5/ZMYW/42AAGt8MT78N/fTLq/0QiYGmLt2rVyLAlp+pYtW/CGvotIcGl3LdNdR14uNnbFb1uH6a6b93GmW6fsuVFahvlDsM/Ch6BdofYKjxpBTHczm/lzPRZA9xUYqttgHKC7qiRPxe5uJLZtlUlQMpmExmVtAnRXMhnpwBrEUBSLxchyu0jHFwa602nJdDdb0y2Z7hDQXW9CnOug2+GOxwAzY3JZvpTn+yyA7tYjlUrhrrvuwtKlS+sygOJ6E+e63Uy3upnWKPxjYNpBt6a7ia9aQyge5l0VaC7knClMN3Uc0IkctCSfl1I9Cug+qvTobj5pID738uliuuVtRc7uB92apuGGG26oZZJiiFaN1Pygu1qtyvXGzxq78vL4QLef6V60aJE89mbk5SrbFQV0C9a6v7/f8zn1mO5pM1EDgo3U4mS6U4rBUogzdCKRwLZt27Bx40b0dSlgONUDaHw+ilDTTW0NtmL2Oj64SP7uHSnuc9DJr7O+9UAvKzXxgG6fvJwaIfJy8b3mfZ9u/nsUR9xyn86l7P7+jfw5wfJytT2fGmPCzNY/PxneEh09mZVj7bKxHABrs/W+970P73jHO7zAcXIYJg1RQK7eya7plW/0Hq9VdJnuJdvZ34BrNBLolkw3G0NhTHe9HHP16tX40Ic+hGuuuSb0OTMVQUZqzWzmz/VYAN1XaMTZq7uiTIaVbBZ2KuVJzkkmA5JKISHacyUTmODyZNu2Ydt2TeujuJzVgXAgTNIpGJWpycvDmO56E6KabLZd8hdjSKbbA7pHFkB3m0Mdq/7NKHHdiqSj3Uz3nALdgMs6DL/M/iqgW/TqdnK54NeK2szcGdDJScBxXKY71Q19KUuw7eFhj5FasyFahkng3m7QbXp/u+Sbbncfm8Yxq7a10TQtEuimlErQLUowVKZb3BYhk1yq1N7GDLoTiQSuuuoqpNNpDwMdJZpZh8NYawEYgtZM0aN7WkC32OAqT7Snpls33PFcR2J+0003YefOnbI/NgAGqAUIjlDT3fEbH0Xmk38ob19evRqUUmiahjQfn1Jenl0ErOJjyMN0+2u6lXGnMt19rBUZnCpg1cl75kvLMAFOjZR7HhZz3xufOqCRKjMUdJte0I1Eh+tOrrPfpaurC5lMpnYty18IB93XvAf4VA7Y8m7vd1Ll5UtuYH8DmO4o+aGs6VZBd5NMNxBtjZ6JCDJSWwDdCzHvI1bQ7VvsJycnvaCbEGgDA0jw9lxlXZdMt3i9/zjiquumlLaH6eZO7Fpvj+f+ZuXls3ViDIpA0D02xgAJAKRSC/LyNoS62++v/RTXm0g6SqVSbF0JgkIFGo1ixuXlQK2MUzHt0bikkE6EyMuX3sj+HnkIDp+vtIwm31frYwyVMzoKyuerluTlGS+7M13u5SKSb3wjwH/P6QTdYn4Q13cU0F2tVuUYEJJSP+hWX+/O/UqC6gdDESPMSC2RSOC2227DBz7wAU+rvyjRjIO5SEz9dY9hoFttpTYttZKiTrk03p6WYUAkMzUZwrlcTzCPBn+bJ7igu+hrGZbYdgOcJUvkbYdfox0dHSApdv3oGQ4asoPALR8H1v8MsP3D7ufX69Ot1nT3rVOOuc6m6Vx3LxfnfeQw+9u5FBAM8+3/GbjhPwLXfcDzEkJIaK7qOI4kbxox3Uh01qxZohUnAJB9/4hlo0+xG5MXpDImcFwayvuI71TJu/2/l3LQHRPTbdu2h+mOYqQ2myNIXt6MQetcjwXQfYVG2ETWSj21f7HP5XI1jJg20C+Z7rLjIKewS0GgO666brVFQ1tqun09BZuVl8+piVOA7vMu6IbjSNC9YKTWnqhX+yluZ7NZ+bx2SsybYbpnHejuXAZkXUMlyXSHna+r3sn+Hn8c9BJz+tY7+ByS7HbHvm3D5izkVGq65e1plpfrS5fA3LKFPdY5fSyauIaaAd0C8JqmKRM0/0aTuh7J61Wp6WyVKRTzdrlc9mzmiuNutrZRfW2U9Sds7IXVdKu3p2VzV0imy+PtaRkGRGobJkOYqAkAJkF3MNNNVVZecYlWo6Ojo/b6ySxiZmAfeNAFXECDlmEK6O5a4Z6nenXdc15eHgC6RQxdA7zjb4Hu5TUvE9eu//qemJgApRSGYcgNsZrPkm/S4VlH0wZ188HiKPQHPoLtx/8HU2nkL8BwIiogxbU1epQ55RMdGLxWvq8/Wma6ZblGNCO12Rz1jNQWmO6FmLcRBLoPHjyIr3/969i/f39T7+XvoZjP5z013QCg9Q+4Nd22LWVB4hj8iVZcTLf6vrXy8rSnZVgzdeRh8nK/e3lQ+GsZ50oE1XR7YkFe3pao58GgLuKCzQoD3YVCAQ888AAOHTrU8rHMPXm5simmSMsBl+l2JkLk5QMbgf6rmOzz2EPsNVm+kZDqYT25+Tm3z5/n97dS0+0D3dPUMkyEvmgQPZ//HDo+9lEk77ijrZ+thpgfxLUUBXSLdUF19fdf7+oYkcxSWgFALYIW9ZpXN4qnMofXM0n0h39NFRFW0y3r2U1zesaeZLrHPCAh1miF6Tb9oNsFZGLjhlKKkq5Im41UKOim/utH7QGuhpH0bjqofcDVzcCOxd4e52ExX1qGTfL8QQXd9V4WQhCJHLK7u7t2wytAXq6O005dAfBjx0GoAw0OyKXX69d01xwc/07CqLNntWvAWcnVGP41x3QHGalF69M9m6Me070Auhdi3kbQRCaMWs6LBDJi+Hcg8/m8ZLLFINIH+mGWSrK3tfq57ZSXqw6z/sRDlZdHbdsigk6hpnuuMt3CVdnm10nN4+kFeXm7IizxUNk2sdsfNnZee+01nD17Fnv27Gn5OJoB3f52eTPOdKutaQBoHDDTPJurrNOnUXryKe/rOdtNzjzKXpPm34czVRpvUWSfY3Pm3JCX+5jSRQNIbL8e3Z/6JLRplPcNDAxA13VZo9wM6E6n0/IazPlq8gNBd1bZfGkRtOi6Lo+xXC5HS6AbhPqdi8ViXU+GsLEXJi8XIH3aNnZTirzcahPTHaFtmAzRo1uwkcnamm5N0yTwLmjKxoyRCiw56+joALV9pWNhoBvwSsz1EHl5x2KvCV1QUDr3mW6/5HuKoFuUKAaaPPo/K9npGaddUEqKxk+6/7+wDyhelvLyyKBbSMlv+qh3zSmNeZ4eSRoeyHQ3Z6Q2m2OhpnshrsgISnDEIuPvg6rG8ePH8fjjj+Nf/uVf8NBDDwWano2Pj+PMGSbHXMrNhrSBARBKkQhYyCqVSs1EMhV5ueM4ePLJJ/Hss8/WTYxIKgU9QIoY6TNETfcV2DIMIQsRSSbl99F1vSkn34WoH2GJhyo1E9dVGOg+ceIEADY+WzVcawZ0A97EYOZB9zbPQ4S7lwume/Q3P4bL7/slVF9TlD4cdOsjzwOEetzLAdfTwTl3jr1nK326pxl0E19NtzYdJlsB0d3djV/5lV/BG9/InICbkZeroLse0y2v104FGE0BtIiNRHWjeCpzuNqH+Lvf/S7uu+++0O/fKtM9baA7GSAvj7umO9ME0y3l5Xw8BTDdgCIxJyroduXl2ZKr5Ovo6IBTdDyvl8xmUCS97+n+P+ECw84l3h7ngd+lBFD+uXO9ZZiIiKBbXL9hTHcg6K5jpAYAnfYl5Y1OyP9qJ59kL0c18DNrP0f5TktvBG7+bUA33d/TV9cdSRpeZhsCYUZqccw7Mxl+93LbtuV3WqjpXoh5G+piL0Is6mEJ+djYGP7t3/4NBw8exNjYGI4dO+YxTRPGFCdPnkS1WkUqlcIAbxemcVfXZEBCoSYw4j2mwnTv3r0br7/+Ovbt2ycTsmDQnQYBYHBZeTN13XHJy+fSxFkXDKSSIIoD8ZWwYzmd0Qh0G4Yhz3nQhlU+n8fly26ievbs2aaPoZ4pYVjMZtCtdXIjNT5HVI8cYX8PH3aftOINQLofxJlEYnEZxHT7dAMq081Bd0s13dMMuhV5OenomFZ22x+maUrQ2CzT3ZS8vMc1xZoK6BYAIG6mW2yEVSqVGuZeRKs13TPCdLejZRigyMtHGj/XLy9fdQcD4Mtu9jzNBd0ZVEgKFMTDdA9UfKC74Ls+6zHdihs39Z+LvnWsBrhvg7fHeVCosvO5bqQmokmm2399q/Lyhp/lB93lM+5jCtNNTjCZuJlk5zgy6NYM4J1fYW0qASDVi2e7fgHP7H7ZU7Y4XS3DZnP45eUiXyGEzKlyy1ZjAXRfoRFUS9YIdIta0EWLFkngWCwW5WTYxxNQ8Z7Lly+XCVXy5puAVBKpAHfXINDdKtN99uxZ7N27V94eGWGLc9AEJWonzRhBd5QJUezmEULm1MRZr9ZUAAVxXV0Jk+d0Rljtp7qI1wPdJ0+e9Nw+x0FiM2FZlkwgov6+qtphRkG3mXV76fIQpmFObgK0UpElIx7PAk0HNr6dvdWKEjTD8ryv1stBN9/EaKll2DQbqanycm1goM4TpzearekOY8ACQXemm4GtjsXMuKrFEOte3KBbtPYCgpVmalvNMKZ7xuXlKtPdjpZhgGKkdqn+84BaI7VbPwF8chxYeavnaWI9Plzsxz8O/Tc82vOrHkaxj2iyDK2zsxNOzuthg0wdpjvhlax74v0PAh95jpmHSXl5CNMtwLiRdoHdXIspgu4pycsTPnn55FHljRTQnWfropll7+k4Tv2yw3X3sJ7d9/61p3ypkF6KfR334JXjlzz5dMP8UCkjmGrLsNkafnm5aqLWihnlXIsF0H2FRtBEJhbparVaM8FRSnGYM0DXXnutBMeFQkG+zt+jdOXKlfL/iW3bsHT/a8iuXVtzLKq8fCpMt2VZePTRRz33CdAdyHSn2SIomO6m5OVTAN3ZbBZbt27FTTfdNDNApMXwgwE1YRePLTDd7Ykwl2P1elPdnP0hpOWLFy8G0BrTLcZHM5tFM850iyR96DrWNkgJjc81NJeHc8lVAdh+o8DVOwEAicEKiMbnCFnTzWqFZa/6lmq6p9u93J0L9RmSlgdFM6A75TNtVCMIdCcSCeBXfwL89hEg0VxbLzVUJ+U45eWNQLe6NtV04WggL582bw0P092mmu5unlOMHnPvCzNAlTXdyngyao9HMN1nyh2wtQTOJ9Z7jNQSySS2fed7uP7CMLq7u2GP++bXukx3SE03AHSvcN3OzUZM9xxvFwbUSr47l0V7WUCualmWXOfU1l+hn+VjuruKR10lxLh3QxoAjIzrAVHX5DA7APzqU8COX/fcPZpYJf+vtsdtOGdUC7KMQILuanVetQzzy8uvpHpuYAF0X7ERNJGpC7uf7R4eHkYul4NhGFi1apWnv6V4XU9Pj2enavlyb/sHkkh4BpZ4DxXkT4Xpvnz5MgqFAlKpFFavXg2gAegW7Cwf/FGZbkqp0jKsx/NY1F3Im2++GVu3bq37nNkWYpNChLFmjftYii1yIsG7UibQ6YqpyMur1ar0WLj55ptBCMHExETTrcVUuWrUHekZZ7o3vgPY/mvA3X9S8xARyZptwzrlJl41oHvZTQAAc1EVBPzccqZb5+oe+Z5xGKm13b3cnQtnqp47KKI4eav9XMMY3KA1zTRNQDemBLiB9jHdageQINAtHg9yIhe3/eN++uXlPeyvU2XAG4i/pnvgavb38gFmylqaAP7qKuB7H6x9rl9eHhL+3uolrcMjL09k0hg6dAhruVrIGVN+H830tv/yR5iRWs3zGtR0z3UTNSCA6V4S/Dz/y+qUQoZKkmuYbhd0a9RCxh4DclztNX4C/tA7B+W4ipIX2raNRx55BK+//joAYNRwv1tToLssSksIDMLyUqtanlctw8Lk5VdKzrgAuq/Q8CfxlFLPou0H3UJavnr1ak+P1EKh4NlRF22LFi1aFDiI1PtEvbfKGnTxNj6tMN2iFq63txe9vIeuqPupJy83+CQWGXRPTgL8Na0Yqc3V8DNwxprV7mMckK9ZswabNm2acxsKsz2iuJeHGamdPHkSjuOgs7MTg4ODctw1KzFvpUXSjDPd6R5Wa7fmzpqHSCYj2W/rqMucefrQA8DA1XAcE5pBQcCTH19Nt4xWQHciASjnqe3ycuUY9UVzS16uJmhRQHfcpkPtAt1qBJV31WOtZw3oTnQAhI/xAutbHzvT3bOGAd1qAZg4DZx6Ghg5BOz/bu1z/fLykBDu+YMpdt3ZWgIWdPf8iS4H48zgyh5RNiuzi4B6G5BJtQ1ZPdDdgOme6+3CAC/oTnTW9jEPiaAyEnUeCNwA9m+0KO7lHTQHDRTInWGy7TzrPDGRcpWZyA6FrrlBceHCBRw5cgTPPfccKKUYIa7qU22P25CU4fXcSHTA4HXlVrXiysvnUU23kJerG6lXQiyA7is0/BOKWq8JeBd+x3Fw9CirgVm/fj0AxXxEAd2JREKC7hUrguvmgkB3uVyWu14q091M32wAmJiYkO8h3kcM7GB5OQfdVTaJRZWX0zG+c5lK1rBSUYzU5mrUgG6lVEA8lkqlcPvtt8tEZiHiiWbcy9Xk27IsvPDCCwCAdevWgRCCJUvYLnyzEnMPaxgxZpzprhOEEMl2W0fdGj/H3xJP02AVerz3pYJBdyvu5YCX7W6/kdrsZLqbBd3+61Bc/6Hy8hiiXfJyNeox3UGgW4COcrnsacMz7aCbEBdkOvw3jLumWzeA/g3s/5deB86/yP5fyQNVnzouItM9ODiID3zgA3jn+goI5exb1TWNTHbwXIIzlvYll7msW88N+NzL64zrqDXdc9W5HPCC7oj13EDw2teQHdV074ZPokPmrD06P8e5s2zjBgA10rjcscV9fnawKdAtxmy5XMb4+DhGqfu7t8R0JzuRTLHjLVdcebmjmXM+x1yQly/EFRn+CUWVtwHehf/ixYsolUpIJpNSMi52pVR5eTKZxNatW7Fy5Ups3rw58HPFwFJZcfWzBFimlNYcU6MQTLcKukUETVCaBN3s+KMy3WH13EB0eflcjFqme03oYwsRbwQBEtXkRWW61eR7z549mJiYQDabxbZt2wC4bfyaZbpbSeJnnOluEFoA6K6RlwOojCoMk5lhbWHg1nSLIMnWxoGnrrvtNd3u76fPISM1x3HkmhDEdIv1RFVvtbJRVC+mg+kOUnnVG3vquFLXzGkH3YC3/zQQv7wccCXmKugGXHZdRFBNd0hkMhloZhIph4HbUtVyN2y62UaCwzf1nUsjcKqcXa1Xzw1El5dHrumew0y3qjhoN+hWP4/ogJHCypUr8YY3vAG3dDGgjdxZt567ewUmUgpR1NEc061udF+4cAGjVfe4VNDdUBoume5OpDPcQd2msCy2nttwXzdf5OWqT8eVELMvC1qIaYlGoFtluoU8ZmBgQC7wYUz3ypUr8ba3va2mTkqEkI/39fXJZECAbkIITNOU9zdb1y2Y7q6urhrQHThBCfMvxUAuStAx1ntxAXQroPsKkQbNVISZyaiPq4tWuVzG5cuX8dJLLwEAbrvtNjmuhoaGALDx0kwZRytJ/GxmugHXwVyVl9NcDo5P4lu9oIxnpQ1ZLdPdIuhOpZX/tzn5UJnuwbnDdKtrVDKZrJnT/aDbtm2ploobdBcKhVjeu1mmO2jsqXWt6po57e7lQG19c9zycgDov4r9vfQ6cP4l9/5Jn0IlorxchpFyQXep5JIJfJ13JjjTffESqATd0ZhuCsLaSoVFw5rueSYvbwF0q0pEcZ3XNQkUCodEB8DNP6+99lr09PCNUgV0066VyPnk5WHmpUGhrqPHjh1DxXHXulwuJwFmQxM0hek2s33QKHt+kfJjgfu6uVrCKPIASqmnrHUBdC/EvI5mQLcKZkUIUD0+Pt5UG6GhoSHcc8892Llzp3y++CzDMEAI8dSLB4Vt2zh58mSNHFxlujs6Ojy1PkHJjWS6+XdvJC+v/PRZdO3fD4fLy+uB7rk6IdYLDxhIJKAvXRL82ELEHo1At67r0DTN08rvwIEDoJRi9erV0lgQYImKaLNyIYDVDYt5zXSf8JrpOBe8CXz5tHJDYfNqQHeLTtHadMrLNU3WkOsDcwd0q4m2pmkNQbc6VuIC3f41Sz3uVkJ9rUg6m63pVl+rgu5pdy8HapnuuOXlgMt0n9sNXD7o3j/pY7ojystlKKB7cnLSzWu4PwwdnwB1HDiXLyuguwHTzeX2DjHr13437NM9H9zLWwPdQTXdquKl4ef5NyqEa/rEGWCMz/tdK5DzMd3ic+u6l/NQQfepU6cAAN3WeRioglIqc9OG6hiF6SadQ0g77HbRYePIoiyvFLnyXAw1N7ZtewF0L8SVEf4k3g84VcAr5DHd3e6C6m9PpGlaJKBJCMHq1avR2dkpJzWxCyiOSWXRg+LgwYP40Y9+hN27d8v7bNuWyUpXVxc0TZNJmPrenmPh30Hn36HejiYtlTD2qx/Ghr/+G1gHDrDvHAC653q9Tb1QwYDW3Q3S3Q3w33wBdLc36oFudQFWk28xbtXWfSIE2z3sr1+uE/OT6eYbib5NR/vCefl/atuwLxZh5fh3UZlu3xzQKuj21HSn2z+W9EWLAF2HvrL1ntVxRyNmyZ+cCWWUCD/oVqXlcSWoAsCKtUZsdrUa6johvBYsy2q653Y90D3vmG4Bus88D0DxfamRlzfPdCcd9rsKkAQASQ66QSkD3BMTcCz+mzeq6ebycltrsOkTtaZ7TjPdMyQv9xu2ic/OnXGZ7u4VqJjdoIs2s42S3nVNMd3quBObNb3Vs+imYwBctWhDJaTCdCM7iLTNbpfAQTdc0D1XQ80JHMdZMFJbiCsjwphuf1IB1Ge6RTTTRkh9jRpiImkEukdHmbxbdYXM5/OglELXdTl4VYl5XffyAluc602u9oULQLEI4jgo/d/7AQBab2/N864UebnW3Q2iafIcLIDu9kZQO6Wga01NvlVjQX8I0N0K090Mazj7mW5fEsuPV63rpvw8Vi7y+UoBFsQ0QZR5sXXQrcrL25989H/9axj4P9+cVX26xdrjOE6g6igo0VbXEAG6xWvjdi5Xj1Fsrk4V0KrHNjAwIG/7175GrLWqcPG/Zv7VdF8VfL+f6W6ipls8TzDdYu40TZMp4rhBonWQdXGhAnQ3ZLq5CRtpcA02qumeD+7lusmc54HY5OX1mW5FXq6G2LQ59VPg1DMAAMr7v1sf+gnw24eBVFdTNd1BZVp91ln02GxTW2yAN8N0IzvoMt0aW2MsLlufy/mlmgfYtr1Q070QV0aoSbxqWtbH5ZKFQgGO44BSGsh0m6bpGfitSNj8E09UpltsCKgbA2JnuqurS4L/hkw3H+Q6/5x68nJbMZ1yuHzoSq7p1rq97s0LNd3tjaBd96AFXDU4VMeEPwTovnjxosfxuF7MR6Zb83s/bNwIwNs2TBgoVS/z+cSXMHrM1OYI021u3oTkbf9fe/ceHVV57w38u+eeZJJMQkIuJASCiCCQyi1EvPACAh6PxcpqqXJ8wfbgq4UeFLVV36Noz3uOvnYt29q6tGv1tNCLl9JV0PqqFZBglYCIIqCWCgWB5kIu5J7JTGae94+ZZ2fPZG6ZZC6Z+X7WYpHM7NnzTJ7Zez+//XsuV8f8fYZDO59HoHN/oHGcgTLdA35LQI5m0B3sRnG0tK/Pzc0Neu0bbqZbO4lcXLuXxyPTbckFrAHWePYf0z3c7uXmHDXoludO+fc2TvME+n1/fhsA0N9WAGSMAyquC71PU4RBd6TrdI/l2cuBwbrImRDxS8ItGRaUIUjQXfIVYPJSz3ryLZ97yzNxcFvvOP1ogm5tmzPPWY9ch2eFkI6ODrjffybkajoANJnuHCBrPCwy6NZ7vkdOoYR+/RigKIrPDOYRDRVIIcnXCqK4kBd7IYTPF99ms0FRFHWCg76+PvWk458x02a7o7mb7v+akQTdgbJ62mAj5JJh3v2EzHQ3Ng55zD/oFkKkdtCtCawVNehmpjsewnUvl+SFq7W1FW63G4qiICtraEPNZrPBZDJhYGAAbW1tEZVhTK7THYbiH3TP9Cwb424aGnT3XiwDbvwpsPhxn9fo8gbHdUe9ZJj22ErjY0l+V7u7h2b8QmW6FUVRrxsOh8Mn6BzNTK9/ADuamW6bzRb02jfcMd1Op3NYc62MGs3QC4SbPGwkZLYSAAq9Sz2NtHt52UJYJi8CMBh0y/oxX3MNAKDvtdcAAPb2WcD3moGCy0Pvs2g2RFYRmrNnh94u4jHdYzjTDQBlNUBmATB+ZsQvkXWgXa0jsky3HNMdYD3wpf/p86vIHTrMJpqgu6KiQn0sb6Aeuf2e7usd5z+Fc8+/q8+FXafbnA1kT1Az3Xad94aiN+ge6+1L2RbQTkjJoJtSmvZi73Q6fe42yWxZT0+PGsxardYhB7p2DEY0F3b/ySAi7V4ug+3+/n418NBOoiaF717uzXR3j07Qrc0YpvpEajqbDLrHDXmORl+gBkCgmVDlhUuO1c7Ozg4Y7CqKoq6lHmkX85TPdOv1MHgzWj7dyzs850CdNQ+o3gT4NdC0k6mNypjuND6WZNAdaDKxQA1tNSgym9XvpbyRHItMt/81a6T71t40yMnJGbVMtzxWI51rZdRou5frTaEnDxsJbdA95QbP/yOdSE2nh2XmKgCDf3/59zZf4wnG3c2e99AVFkT22TLzMfBvZ3G04ruht0uHMd0AsPb/AfedG9ojIgT/tiowwu7lAFBWDVx+8+Dv2WVDNgk3saM0MDC4vJycsFSn0yFXb4dtwHMdae/shlPxXBt0igh+TPZ3esucDRRXIcN7E6hPlw1YbBhwuX3KNlbJz689zlKxzRxI8rWCKC4U7xIKgG/QbTabfRo+gbqWSyPNdGuXOgEGT67y/QMF3W632+dx2TgLF3SHnEjN+9rQ3cvDB93ak/NYPykGZDQC3sBJdi83zpgOADBMqUxYsdKBbFz09fWpd4YDrfkpt5PzHgTqWi4Nd1x3Ks5ers106woLoPdOZuUKkOnWBTgHAoBe07086qCbmW4Aww+61aDIbPb5rjmdzpgE3YqiBO3eHo3MzEzMmTMHV199NQwGw6hlurXHalxnOdYGU7EYzy3JoNtgAco9gclI1umW/IM4Wb+m+fMBzXlPN24Y69vrIggmwq7TLcd0j/Hu5Tp95DdB5Es0N47k9zqiJcOCdS+XlvyH58ZQ0eyA39VIM93ayYRLS0sxf/58XHfdddCv34vcQs9QpD59LnozPDdrDUqI4VzaidQUBZYZ/+R5fem1wG1/Cr/k2Bgh2wKyR1O6ZLkBBt1pTXtS0V7UtUFvoEnUJG2mO9pxY9pGi3+mO1jDSwYd2m0ClTNs0C3X6e4bnEhtYGAAH3zwwZBAxN3YhAuzZ+NvK5arjwULurVjVlKJoijq30wGINn/9l2Mf3c/Mr761UQWLeXJJfBcLpfaIA/VvVweI4EmUZOiDbpTayK1wb+PvqAQ+mLP38RnTLf3xqMS5AbGaGS61SXDjEYoaXLHP5CRZLp1Op3PjeRYBN3yvfzffyTmzZuHK6/0dJEOF3QHu+HlP5FaQiZRA4ZmumOldK7n/wnVQLZ3fPdI1+lG8KBbl5EB09y56uP6wmEE3ZFQM90p3r08Stpx3QMDA+q1L6Lu5f6zl0vFVcA9x4E73g788giDbnnMZWRkQFEUXHXVVbj88suBkqtg+te/IMN7CWyZfpdnvyLE0rTaidSgmaNFnwtUXJMywxf9M90MuiktaE8q2ky3NuiNZabb/3X+Y7rlCVbLvzHmn+n2n2FdnpwC3RRQAqzTffbsWRw9ehQHDx702dbe0oJPVt2MLxZWoz/X8x7+a/Rqlwsbq2sohuMfdCt6PYxTKlP28yYL7RJ48gZToAuw/7IboTLdBQWehmNXV1dE49ZSsXu5kuOX6fbeiHA3Nak3LmTQrcuNXdAtu5en+4SEI8l0A4FvJI924Knd32g3fgMF3dqJTqPJdMeVNtMdizW6pfKrgX95C7j1t4PLdo20ezmGNv61fz/LtdeoP+sKxg2vvOHIDLarH3AF6M6c5kF3oLaqf0/JIeSElzlDu46rCi4HrEVh3zOUkLNv6/SwFXpuCrW4PceGwd0/dDtJm+nG0KV5A/VuG4tku4CZbkorwYJu2fC5dOlSyEx3rIJu7czo/nf8AwXd/f39avm1mT1FUbB48WIsXLjQZ1ZJzZsDOp0adAsh0Owds9XW1uaTUe/ot6tdqwfuuw9Zd66HYfoVPruTJ8RUHpsig24lSFdbih1548t/+ZFAmW4pVNBtsVjU7eU+Q0nFidR0Vk2mu7AQOm/QLfr6ILw38gZOnvRsG0GmG+boGg8y2E7nruVA9EG3Osu05poWj0z3aAe1gYJul8ulzhcSyZjuSIL0mDHHqXu5ogCXrQByy9TZpuHoAgY0AY3MGg4j0x1qojw5mRrg6RUzqrTBdKAZzOVjY3328ihpj2vteSDkzf6rHwC+/ntg7v8a8XuGEm6daXndbrV7rn9GV5DeDEDwTLd3WFmqZLplWyCSYXCpJvlaQRQ3wYLuCRM8yzmcPXtWndk4UKZ7pBOp+b9Onki0M9EGy2xrf5dZbovFMqSBVVlZidmzA88cKrtLGzRjueUEVE6nU30v4XajQxMw2KsXwPZ//mPICT9VToihqJluG4PueJMXJv9Md6Ax3VKo7uWAZ8ZkwHfN+0Dcbrf6fqmb6S6ELiND7UbuampCz0svo/f3OwAAliVLAu5Du2RYtMt9qZnuNA+65c3RSIPuoqIi6HQ6lHjH4scj6I53plub2Qv2WeTfxOVyYWBgIEky3XF6b4ttcJZ0me3u7wI6L3h+zr8s4l35j4HX/r2NVbPVOSBGPdOtNwGK91wZaDI1ZroBDA26Q7LkAFd+HTBlht4ugvcMJdw607Lt3Nbp2c7o6g0+YZ5fplvu0+12w+FwpEwbU7YLZHyRl5cXavOUknytIIobmVVob2/3mR11/PjxuOIKTxZX3mEP1HiPVaZbu+9gmW7ZgO/p6Ql5YyAcJSMDCgCDd38tLS3qczIQcbe2oltzUggWoKTKCTEUY9VswGyG0TsGkeLHP+gOlOkeTvdyIPKgWzvJYGplugcbsXpvd3vZxbz9e99H+0MPAwCyt9wHy9JgQbeme3mU50Elk5luYPC8b7fbfYYWaWcj1zZuy8vLsX79esyYMQNAfLqXxyPTrW1gRzIpmsFgUBuydrs9ScZ0xynLriiaLubecd0XT3j+zy4FsiIff60oSsA5AwBAMRiQ+78fQcY//zPMNTUjLrbfG4ce153mQbf8HjscjsiD7hGSdR9u9nLtmO5AZLvU5W1LG0Q/0P5l4J35ZboNBoNaDu3yvWO9jSnPVbI3KYNuSguFhZ4LVUNDg/rllw2K6upq9SQSaLkwIHYTqQHhg245HrWnp0cNlOXnGQ7ZrdPoPQnIcdnAYNcXV2MjujUTp4QLulO5e3nesz9BydGPYCgLMU6KYiKSTLe28W2xWMI2uocbdOv1+mEFz8mf6R68KaHzHuOGqZ7MmOODw8DAADJuWYXsLfcF3YdONhgMhqgnQdNle8qhBFhTPZ2YzeYhk+wAvtle/2uN9roR7+7lo9341S6dIz9/uOXCAN9gMaFBdyIy3cBgF3M5g3nTMc//RWHWxw4g0PAF9W3u+Bfk//z5qOduCEmO6/bvXi6EZvby9Ay6A2W6Yz10QjspYyjhupfb/CbcNYp+oP1s4J35Zbq1+9XeiBzrY7r92wLpFHSP7dslNCIySG30rkGtnf3VbDZj0aJF2LNnD4qLiwO+frS7lw8n0z1+/HhcvHgRvb296jjsEQXdioI+v+fUoLuhEd0Fg0F3sPGv6ZDpVnS6oLM4U2xpg+5Q47syMjLQ3d0dtms5MPyge7jH+ZjKdBd61i23/dd/wr5kCeByQZefD8vyG0KOHTRMngzTgvkwVFREXQ7zoquR9T/vgGX5DVHvIxUoigKr1YqOjg709PSo33ltQztUXcS7e/loB7WKoiA3NxdtbW1obm5GTk5O2OXCJIvFgp6eHvT19UUUqMeEyQooOkC4Yzum25//ZGqjFHTHNbgJlul29gHwzi8z1pcMi5L2uJYJonhluocze3kg2dnZUBRFLbdB9AMdATLdroHBGfdNvkF3Z2cn+vr6UqaNqb0Zn5mZGf+5JxJobNccjci4cZ5xSTK769+gqaysxJo1a9Ru6P70ej0yMjLQ19cX9IQTzkiCbvm8bJBFFXR7T9zGAA05GYg4GhrQq7kT19fXB7vdPuSkr529nGi0yQDE4XCgv78/6AXYYrGgu7s7oslJZNDd0dEBt9sdNDCOZhI1YAxkuk0mKBYLhN2uZrr1hYXIuu2bke/DYEDhzj+OrBwWC2xP/teI9pEqsrKy1KBbirRLaby7l8fiXF9WVoa2tjacP38eU6ZMiXhStECZ7rg3ZhXF08XcfinOmW5Pe0DtXj6CoDuWwwdCkpOkndnn+bdws6fngDYIN0Y3Pnmsk8e1w+FQhzzGK+iWExkGu36FC7r1ej2ys7PVHmpGd5BMt7aeNZlu+TlTKejW/i3TKcsNsHt5WjOZTD5dXwJdYHJzc0Me4Ndffz0WLlw4pAvNcMogheteLoTw6V4u7x66XC4YjcYox3R71+oenKhcvRlx6dIlCCHQ3tIMKApMLpd6sgiUGUyVEyIlJ4PBoB4XnZ2dQcd3yYt0JEG31WqFXq+Hy+VSl+8IJFUz3QBg3fgdZNyyCoapUxNdFMLgXCPa72M0QfdYnL0c8ATdAHDhwgUIISI+9pKiezkw2MU8XmO6Ad/u5UKM7Ux37VbPv3ce9fyuzlyeCehSd+haKFFNpDZK7wmEHtcdbiI1wHe+IWOwMd1yPLfO6NNLRNu9PFbntHjT3oxn0E1ppUDTbTqau+ITJ04MOjt4JHxmB9X8LBte2qBbu2631Wr1mcitsLAwqrWi1e7lwq0+NnnyZACesXR2ux3tcg1wDAYRoYLuVB7TTYklL96dnZ1Bx3fJXiDBhoVo6XQ6dZ+hupinctCds+U+5D/3MyhJWr50E2jZsOEG3Q6HY0zOXg54jlu9Xo/e3l60tbVF3FVc2zhPaNAtJ1OLZ6Zb27284xzQ3+kJXsZNG/auQo3pjimLX9LgxMuAyzmYAU3T5cKAwXqIZ9Ct0+nUNqV2IlEtIUTYMd2Ab9AdtHt5gPHcQGpmurVt5HztkptpYEy0Mp577jlMmjQJFosF1dXV+OCDDxJdpJSh7ZKdiHEV4bqXaxte8mez2QyDweDT7T2aruXAYNBtcA8G3QUFBep42EuXLqHd23jLtVjUk50c763F7uUUa/J7qQ26/b9vc+fOxR133IHy8vKI9hnJuG7Z6BhuAJPs3csp+YxG0K1dNmusZboNBgNKS0sBAOfPnx/WmG4gCYJuGTzGc0y37F7e2zyY5S6cDhiG//kTlumuuR+YdTtw57tAZoHns/x9T9rPXA743kyLV9CtXaIvWKbb6XSq7b5Q5dH2BDUKR5Du5b4zl0vatbpTJehm9/Ik9sorr2DLli3YunUrPvroI1RVVWHFihXqeso0MskUdAfqXq5dOkU2wuRz/pnuaMgx3frWVvWxvLw89URwqa0Nnd4uXbbcXDWICBR0p8oJkZKXdjK1YJluRVGGNcfCcILuVBvTTclnNIJuu92ujv0ca2O6Aag3zC5cuBBxplubEUvYRGpAYjLdsnt5z8URdS0HEpjpnrwYWP07oOJaYKZ3Toljv2PQjcR0L/d/X8DT8/LEiRNqD0xZFu3SXoH4di+3A92NgNPuu1GQTLc26E61JcMABt1J55lnnsGGDRtw5513YsaMGXjhhReQmZmJX/7yl4kuWkoYN26c2oUmERfoYJnuQEunyEaY1TvjsFUz8/BIM9048SkAQO9wQLdnDzK/PAcAqP/VNnR519C1FRdH1L18rJ8QKXlpu5eP1gU4kqA72onUdDqdGmwz6KZIjEbQrR2WNJZmL5fkuO6Ghgb8/e9/BzBGJlIDEjOmW9u9fBSD7oSNnZ211vP/X3cNTg6XpjOXA4G7l8fju60NultbW7Fz504cOHAAO3fuRGtra9hJ1CSf7uU67zDIjnO+G4XJdGuXDBvrbUzZts/KykrMjcEESuqaczgcOHLkCB5++GH1MZ1Oh2XLlqGuri7ga/r7+9W7vMDgmrbaiVWSkSxbIsqYm5uL9vZ2GI3GuL+//zhs7fvLpY/27dsHk8mk1qXFYoHT6VQvjhaLBWazOaqyC++JW+9tpGS1tKL9yf8L01eqgFVfRf2EUji8GfWc0gkwNDUB8Ezy88Ybb/iUX2a/FUVJ6u9aKkvkcRQPsndHS0uLmskDRvZ55c2r5uZmvPnmmwG3kd9tg8Ew7PfS6/Vwu91wuVw+5+FUraNUkah6ko3p3t5e9fsol4UMd42SN3bk91VOEii7gI4GnU6HwsJCuLwTa8bi75OZmQmr1Yru7m44nU5YrVYUFxcPeS9tHckAobW1Vf28ibgW6YzZ0ANw6Yxwx+u9zTYYAYiOc0BfKxQAA+NmQETx/jIgUBQFbrd7xH+/qI6jojkw5E2Bcuk0xN5/hwLAbcyCK03PmbKd1d7e7jN3zmh9t4PVkQxuDx48iI6ODvX5np4evPrqq+r5Jlz702QywWAwYGBgAIbMXKAbcO9aD1gGs7xKV72nnk1Wn3qWZejs7By1a36ysNlsEX+OZG83RFouRcjF45JQfX09JkyYgAMHDqCmpkZ9/Hvf+x7279+PQ4cODXnN448/jieeeGLI4y+++KJPd2QaJNcAzMnJiXrpr2i53W40NzdDUZQhk6FdunQp4AQWVqsVWVlZ6O/vR3t7O8xmc9Szpxft3oPynbtwesn/wF+vvQbjL1zA/P/+FdonTMD7//otdTtTdzdslZVQFAUtLS0hG3HZ2dn8rlFMyONFq7CwcERZZCEEmpubEcmlIJpzRGtrKwYGBlBQUMBJBimsUN/HvLy8kJkRp9OJtrY29Xe9Xu8zWeholhEYetN4NMmlAU0mE0wmU9j3crlcaGlpUX8PdE2Nh8qLr2HWP36Jz0vW4m/FX4/Le+pdfVh5Yj0Mbk/CxaUY8PaV/w2Hcfgrmsi/Y6y+O5G6vPEVTG94Sf39y3HLcHTipoSVJ5ES9d1ub2/3SeIZjUbk5OT49DQDImvztbW1wel04hr765jR9qeg250dtxyfTPyO+nssrvmJ1tPTg+7ubmRlZfn0WB3Lent7cfvtt6OjoyPkyjEpF3QHynSXl5ejpaUloiV0EsXpdGL37t244YYb4t6lyeFw4OLFiygtLU3Igdza2gq9Xj8kcO7r61OXTZGMRiPKy8thMBgghEB9fT3GjRsX9fgeYe+H4+BBGBbMR0NbGwoLCoAPDsNw+VRcFAJdXV1wffklxhcVI2f6Fdi9ezcWLlzocwHQMplMKC8vZ3CRIIk8juKltbUVrd45CPLz80elYdjW1hb0Oy2ZzWaUl5cP+xzR1dWFvr4+dVb1dKijVJDIempvbx8yb0tWVhZKS0vDNrTr6+vV5cZKSkrUyQdTkX8dNTU1oaOjA4BnFYNob0aPyIAdytlaiIrr4ruudOPHUBo/8fxceCXEhPlR76q5uRlms3lU2oxRH0cD/VD+9hrg6AH0RojL/gnISK/xr1qx/G4HqyO73Y4LFy7A7XbDbDajrKxM7T1z/vx5WK1W5OfnR3RN7OnpQWdnJ0pyTVBOvwm4AkzOpjdCTL0JsPh+tpaWFvVm4mhd8xPJ5XKhvr4eJSUlEXeVT/Z2Q2dnJwoKCsIG3UndvVxmRpq8XXqlpqamoMvhmM3mgGM9jEZjUlaUv0SU02g0qstkJUKwujQajZgxY0bI106aNGlkb240wnTDMgDAZDnuZukSAMBEuc2VVwIY7D6Sn5+PoqKikb0vxdRYOd6jUVxcHNFyYMNRVFQUs+90sCVBUrmOUkki6qmwsDDqeToqKipGuTTJT9ZRWVmZOh48gYUBpt8c//ctX+D5Nwrk7PGjadjHkdEIVN0+6uUYq+Lx3favI6PRiOnTpwfcburUqcPat81mG7xRMOfOYb22pKQEJSUlw3pNMjMajaisrIz6tcnYboi0TEndP8FkMmHu3LnYu3ev+pjb7cbevXt9Mt9EREREREREySipM90AsGXLFqxbtw7z5s3DggUL8OMf/xg9PT24887h3SkiIiIiIiIiirekD7rXrFmD5uZmPPbYY2hsbMRXvvIVvPXWW+zeS0REREREREkv6YNuANi0aRM2bUrPWRuJiIiIiIho7ErqMd1EREREREREYxmDbiIiIiIiIqIYYdBNREREREREFCMMuomIiIiIiIhihEE3ERERERERUYww6CYiIiIiIiKKEQbdRERERERERDHCoJuIiIiIiIgoRhh0ExEREREREcUIg24iIiIiIiKiGGHQTURERERERBQjhkQXINaEEACAzs7OBJckNKfTid7eXnR2dsJoNCa6OBQA6yj5sY6SH+tobGA9JT/WUfJjHSU/1lHyS/Y6kjGmjDmDSfmgu6urCwBQXl6e4JIQERERERFRqunq6kJubm7Q5xURLiwf49xuN+rr65GdnQ1FURJdnKA6OztRXl6O8+fPIycnJ9HFoQBYR8mPdZT8WEdjA+sp+bGOkh/rKPmxjpJfsteREAJdXV0oLS2FThd85HbKZ7p1Oh3KysoSXYyI5eTkJOUXigaxjpIf6yj5sY7GBtZT8mMdJT/WUfJjHSW/ZK6jUBluiROpEREREREREcUIg24iIiIiIiKiGGHQnSTMZjO2bt0Ks9mc6KJQEKyj5Mc6Sn6so7GB9ZT8WEfJj3WU/FhHyS9V6ijlJ1IjIiIiIiIiShRmuomIiIiIiIhihEE3ERERERERUYww6CYiIiIiIiKKEQbdSeC5557DpEmTYLFYUF1djQ8++CDRRUpbjz/+OBRF8fl3xRVXqM/b7XZs3LgR48aNg9VqxerVq9HU1JTAEqeHd999FzfffDNKS0uhKAp27drl87wQAo899hhKSkqQkZGBZcuW4YsvvvDZpq2tDWvXrkVOTg5sNhu+/e1vo7u7O46fIrWFq6P169cPObZWrlzpsw3rKHaefPJJzJ8/H9nZ2Rg/fjxuueUWnDx50mebSM5v586dw0033YTMzEyMHz8eDz74IAYGBuL5UVJaJPW0ePHiIcfS3Xff7bMN6yl2nn/+ecyePVtdM7impgZvvvmm+jyPo8QLV0c8hpLPU089BUVRcO+996qPpdqxxKA7wV555RVs2bIFW7duxUcffYSqqiqsWLECFy9eTHTR0taVV16JhoYG9d97772nPnfffffhT3/6E3bs2IH9+/ejvr4et956awJLmx56enpQVVWF5557LuDzTz/9NJ599lm88MILOHToELKysrBixQrY7XZ1m7Vr1+LTTz/F7t278frrr+Pdd9/FXXfdFa+PkPLC1REArFy50ufYeumll3yeZx3Fzv79+7Fx40YcPHgQu3fvhtPpxPLly9HT06NuE+785nK5cNNNN8HhcODAgQPYvn07tm3bhsceeywRHyklRVJPALBhwwafY+npp59Wn2M9xVZZWRmeeuopHDlyBB9++CGWLFmCVatW4dNPPwXA4ygZhKsjgMdQMjl8+DB+/vOfY/bs2T6Pp9yxJCihFixYIDZu3Kj+7nK5RGlpqXjyyScTWKr0tXXrVlFVVRXwufb2dmE0GsWOHTvUxz7//HMBQNTV1cWphARA7Ny5U/3d7XaL4uJi8cMf/lB9rL29XZjNZvHSSy8JIYT47LPPBABx+PBhdZs333xTKIoi/vGPf8St7OnCv46EEGLdunVi1apVQV/DOoqvixcvCgBi//79QojIzm9vvPGG0Ol0orGxUd3m+eefFzk5OaK/vz++HyBN+NeTEEJcf/31YvPmzUFfw3qKv7y8PPGLX/yCx1ESk3UkBI+hZNLV1SWmTp0qdu/e7VMvqXgsMdOdQA6HA0eOHMGyZcvUx3Q6HZYtW4a6uroEliy9ffHFFygtLUVlZSXWrl2Lc+fOAQCOHDkCp9PpU19XXHEFJk6cyPpKoDNnzqCxsdGnXnJzc1FdXa3WS11dHWw2G+bNm6dus2zZMuh0Ohw6dCjuZU5XtbW1GD9+PKZNm4Z77rkHra2t6nOso/jq6OgAAOTn5wOI7PxWV1eHWbNmoaioSN1mxYoV6Ozs9Mkg0ejxryfpd7/7HQoKCjBz5kw8/PDD6O3tVZ9jPcWPy+XCyy+/jJ6eHtTU1PA4SkL+dSTxGEoOGzduxE033eRzzACpeU0yJLoA6aylpQUul8vnywIARUVF+Otf/5qgUqW36upqbNu2DdOmTUNDQwOeeOIJXHvttThx4gQaGxthMplgs9l8XlNUVITGxsbEFJjUv32g40g+19jYiPHjx/s8bzAYkJ+fz7qLk5UrV+LWW2/F5MmTcfr0aTzyyCO48cYbUVdXB71ezzqKI7fbjXvvvReLFi3CzJkzASCi81tjY2PA40w+R6MrUD0BwO23346KigqUlpbi2LFj+P73v4+TJ0/ij3/8IwDWUzwcP34cNTU1sNvtsFqt2LlzJ2bMmIGjR4/yOEoSweoI4DGULF5++WV89NFHOHz48JDnUvGaxKCbSOPGG29Uf549ezaqq6tRUVGB3//+98jIyEhgyYjGtm9+85vqz7NmzcLs2bMxZcoU1NbWYunSpQksWfrZuHEjTpw44TNfBSWfYPWknedg1qxZKCkpwdKlS3H69GlMmTIl3sVMS9OmTcPRo0fR0dGBP/zhD1i3bh3279+f6GKRRrA6mjFjBo+hJHD+/Hls3rwZu3fvhsViSXRx4oLdyxOooKAAer1+yEx8TU1NKC4uTlCpSMtms+Hyyy/HqVOnUFxcDIfDgfb2dp9tWF+JJf/2oY6j4uLiIZMTDgwMoK2tjXWXIJWVlSgoKMCpU6cAsI7iZdOmTXj99dexb98+lJWVqY9Hcn4rLi4OeJzJ52j0BKunQKqrqwHA51hiPcWWyWTCZZddhrlz5+LJJ59EVVUVfvKTn/A4SiLB6igQHkPxd+TIEVy8eBFz5syBwWCAwWDA/v378eyzz8JgMKCoqCjljiUG3QlkMpkwd+5c7N27V33M7XZj7969PuNOKHG6u7tx+vRplJSUYO7cuTAajT71dfLkSZw7d471lUCTJ09GcXGxT710dnbi0KFDar3U1NSgvb0dR44cUbd555134Ha71YstxdeFCxfQ2tqKkpISAKyjWBNCYNOmTdi5cyfeeecdTJ482ef5SM5vNTU1OH78uM/Nkd27dyMnJ0fttkkjE66eAjl69CgA+BxLrKf4crvd6O/v53GUxGQdBcJjKP6WLl2K48eP4+jRo+q/efPmYe3aterPKXcsJXomt3T38ssvC7PZLLZt2yY+++wzcddddwmbzeYzEx/Fz/333y9qa2vFmTNnxPvvvy+WLVsmCgoKxMWLF4UQQtx9991i4sSJ4p133hEffvihqKmpETU1NQkuderr6uoSH3/8sfj4448FAPHMM8+Ijz/+WHz55ZdCCCGeeuopYbPZxKuvviqOHTsmVq1aJSZPniz6+vrUfaxcuVJcddVV4tChQ+K9994TU6dOFbfddluiPlLKCVVHXV1d4oEHHhB1dXXizJkzYs+ePWLOnDli6tSpwm63q/tgHcXOPffcI3Jzc0Vtba1oaGhQ//X29qrbhDu/DQwMiJkzZ4rly5eLo0ePirfeeksUFhaKhx9+OBEfKSWFq6dTp06JH/zgB+LDDz8UZ86cEa+++qqorKwU1113nboP1lNsPfTQQ2L//v3izJkz4tixY+Khhx4SiqKIt99+WwjB4ygZhKojHkPJy39W+VQ7lhh0J4Gf/vSnYuLEicJkMokFCxaIgwcPJrpIaWvNmjWipKREmEwmMWHCBLFmzRpx6tQp9fm+vj7xne98R+Tl5YnMzEzxta99TTQ0NCSwxOlh3759AsCQf+vWrRNCeJYNe/TRR0VRUZEwm81i6dKl4uTJkz77aG1tFbfddpuwWq0iJydH3HnnnaKrqysBnyY1haqj3t5esXz5clFYWCiMRqOoqKgQGzZsGHJzkXUUO4HqBoD41a9+pW4Tyfnt7Nmz4sYbbxQZGRmioKBA3H///cLpdMb506SucPV07tw5cd1114n8/HxhNpvFZZddJh588EHR0dHhsx/WU+x861vfEhUVFcJkMonCwkKxdOlSNeAWgsdRMghVRzyGkpd/0J1qx5IihBDxy6sTERERERERpQ+O6SYiIiIiIiKKEQbdRERERERERDHCoJuIiIiIiIgoRhh0ExEREREREcUIg24iIiIiIiKiGGHQTURERERERBQjDLqJiIiIiIiIYoRBNxEREREREVGMMOgmIiJKc4qiYNeuXYkuBhERUUpi0E1ERJTimpubcc8992DixIkwm80oLi7GihUr8P7770e1v/Xr1+OWW24Z3UISERGlKEOiC0BERESxtXr1ajgcDmzfvh2VlZVoamrC3r170dramuiiERERpTwG3URERCmsvb0df/nLX1BbW4vrr78eAFBRUYEFCxYEfc3x48exefNm1NXVITMzE6tXr8YzzzwDq9WKxx9/HNu3bwfg6ZYOAPv27cPixYtj/lmIiIjGInYvJyIiSmFWqxVWqxW7du1Cf39/2O17enqwYsUK5OXl4fDhw9ixYwf27NmDTZs2AQAeeOABfOMb38DKlSvR0NCAhoYGXH311bH+GERERGMWg24iIqIUZjAYsG3bNmzfvh02mw2LFi3CI488gmPHjgXc/sUXX4Tdbsevf/1rzJw5E0uWLMHPfvYz/OY3v0FTUxOsVisyMjLUseHFxcUwmUxx/lRERERjB4NuIiKiFLd69WrU19fjtddew8qVK1FbW4s5c+Zg27ZtQ7b9/PPPUVVVhaysLPWxRYsWwe124+TJk3EsNRERUWpg0E1ERJQGLBYLbrjhBjz66KM4cOAA1q9fj61btya6WERERCmPQTcREVEamjFjBnp6eoY8Pn36dHzyySc+z73//vvQ6XSYNm0aAMBkMsHlcsWtrERERGMZg24iIqIU1traiiVLluC3v/0tjh07hjNnzmDHjh14+umnsWrVqiHbr127FhaLBevWrcOJEyewb98+fPe738Udd9yBoqIiAMCkSZNw7NgxnDx5Ei0tLXA6nfH+WERERGMGlwwjIiJKYVarFdXV1fjRj36E06dPw+l0ory8HBs2bMAjjzwyZPvMzEz8+c9/xubNmzF//nyfJcOkDRs2oLa2FvPmzUN3dzeXDCMiIgpBEUKIRBeCiIiIiIiIKBWxezkRERERERFRjDDoJiIiIiIiIooRBt1EREREREREMcKgm4iIiIiIiChGGHQTERERERERxQiDbiIiIiIiIqIYYdBNREREREREFCMMuomIiIiIiIhihEE3ERERERERUYww6CYiIiIiIiKKEQbdRERERERERDHCoJuIiIiIiIgoRv4/1INu3KkbYkwAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Select subcarrier to plot\n",
    "sc = 2\n",
    "\n",
    "# Create a color map or list of colors\n",
    "colors = plt.cm.Set1(np.linspace(0, 1, num_ut))\n",
    "\n",
    "# Plot\n",
    "fig, ax = plt.subplots(figsize=(10, 5))\n",
    "ax.set_xlabel('Slot')\n",
    "ax.set_ylabel('Spectral efficiency [bps/Hz]')\n",
    "ax.set_title(f'Scheduling decisions on subcarrier {sc}')\n",
    "for ut in range(num_ut):\n",
    "    # Achievable rate\n",
    "    ax.plot(se_achievable_hist[:, sc, ut],\n",
    "            color=colors[ut],\n",
    "            label=f'User {ut+1}')\n",
    "    ind_ut_scheduled = ut_scheduled_hist[:, sc] == ut\n",
    "    # Scheduling decisions\n",
    "    ax.plot(np.where(ind_ut_scheduled)[0],\n",
    "            se_achievable_hist[ind_ut_scheduled, sc, ut],\n",
    "            marker='x', color=colors[ut], linestyle='None',\n",
    "            label=f'User {ut+1} scheduled')\n",
    "ax.legend()\n",
    "ax.grid()\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One can see from the figure above that users tend to be scheduled when their respective\n",
    "achievable rate reaches a local peak.  \n",
    "This demonstrates that the scheduler\n",
    "opportunistically schedules each user when the channel conditions are relatively favorable.\n",
    "\n",
    "We now provide an ensemble view of scheduling decisions across all subcarriers:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-14T11:13:44.431406Z",
     "iopub.status.busy": "2025-03-14T11:13:44.431195Z",
     "iopub.status.idle": "2025-03-14T11:13:44.594124Z",
     "shell.execute_reply": "2025-03-14T11:13:44.593642Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_up_to_subcarrier = 100\n",
    "show_up_to_symbol = 200\n",
    "\n",
    "cmap = plt.get_cmap('Set1', num_ut)\n",
    "\n",
    "plt.figure(figsize=(12, 5))\n",
    "plt.imshow(ut_scheduled_hist[np.arange(min(show_up_to_symbol, num_slots*num_ofdm_symbols))[:, np.newaxis], \n",
    "                             np.arange(min(show_up_to_subcarrier, num_subcarriers))].T, cmap=cmap, aspect='auto')\n",
    "\n",
    "# Add colorbar with custom ticks and labels\n",
    "cbar = plt.colorbar(ticks=np.arange(num_ut))\n",
    "cbar.ax.set_yticklabels([f'User {ut+1}' for ut in range(num_ut)])\n",
    "cbar.set_label('User Allocation', fontsize=12)\n",
    "plt.gca().invert_yaxis()\n",
    "plt.xlabel('OFDM symbols')\n",
    "plt.ylabel('Subcarriers')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Observe that each user receives roughly the same number of resources, which is\n",
    "a known and desirable property of the PF scheduler."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-14T11:13:44.598483Z",
     "iopub.status.busy": "2025-03-14T11:13:44.598222Z",
     "iopub.status.idle": "2025-03-14T11:13:44.601919Z",
     "shell.execute_reply": "2025-03-14T11:13:44.601434Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "User 1 is scheduled on 34.38% of available resources\n",
      "User 2 is scheduled on 35.21% of available resources\n",
      "User 3 is scheduled on 30.42% of available resources\n"
     ]
    }
   ],
   "source": [
    "for ut in range(num_ut):\n",
    "    perc_ut = (ut_scheduled_hist==ut).sum() / (num_ofdm_symbols*num_subcarriers*num_slots)*100\n",
    "    print(f'User {ut + 1} is scheduled on {perc_ut:.2f}% of available resources')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluate performance\n",
    "\n",
    "It is interesting to compare the performance of the PF scheduler with that of a\n",
    "random scheduler, which assigns resources to users uniformly at random.  \n",
    "While\n",
    "random scheduling also ensures a uniform distribution of resources, it lacks\n",
    "opportunism and may allocate resources when channel conditions are unfavorable,\n",
    "resulting in lower user throughput.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-14T11:13:44.604613Z",
     "iopub.status.busy": "2025-03-14T11:13:44.604367Z",
     "iopub.status.idle": "2025-03-14T11:13:44.614663Z",
     "shell.execute_reply": "2025-03-14T11:13:44.613761Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------\n",
      "PF metric\n",
      "---------\n",
      "Random scheduling: 26.55\n",
      "PF scheduling: 27.65\n"
     ]
    }
   ],
   "source": [
    "# Schedule users uniformly at random across the resource grid\n",
    "ut_scheduled_rand_hist = config.tf_rng.uniform([num_slots*num_ofdm_symbols, num_subcarriers], minval=0, maxval=num_ut, dtype=tf.int32)\n",
    "is_scheduled_rand_hist = tf.one_hot(ut_scheduled_rand_hist, num_ut, dtype=tf.float32)\n",
    "\n",
    "rate_achieved_rand = np.sum(se_achievable_hist * is_scheduled_rand_hist.numpy(), axis=(-2,-3))\n",
    "\n",
    "# Compute PF metric of random scheduling\n",
    "pf_metric_rand = np.sum(np.log(rate_achieved_rand))\n",
    "\n",
    "print('---------')\n",
    "print('PF metric')\n",
    "print('---------')\n",
    "print(f'Random scheduling: {pf_metric_rand:.2f}')\n",
    "print(f'PF scheduling: {pf_metric_pf:.2f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-14T11:13:44.617370Z",
     "iopub.status.busy": "2025-03-14T11:13:44.617134Z",
     "iopub.status.idle": "2025-03-14T11:13:44.752788Z",
     "shell.execute_reply": "2025-03-14T11:13:44.752335Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Data for the histogram\n",
    "users = ['User 1', 'User 2', 'User 3']\n",
    "\n",
    "# Create the histogram\n",
    "fig, ax = plt.subplots(figsize=(7, 4))\n",
    "bar_width = 0.25\n",
    "index = np.arange(len(users))\n",
    "\n",
    "# Normalization factor\n",
    "norm_fact = max(rate_achieved_pf)\n",
    "# Throughput histogram\n",
    "ax.bar(index, rate_achieved_pf / norm_fact, bar_width, label='PF Scheduling')\n",
    "ax.bar(index + bar_width, rate_achieved_rand / norm_fact, bar_width, label='Random Scheduling')\n",
    "\n",
    "ax.set_ylabel('(normalized) Throughput')\n",
    "ax.set_title('Throughput per User for PF and Random Scheduling')\n",
    "ax.set_xticks(index + bar_width / 2)\n",
    "ax.set_xticklabels(users)\n",
    "ax.legend()\n",
    "ax.grid()\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusions\n",
    "\n",
    "The [PFSchedulerSUMIMO](https://nvlabs.github.io/sionna/sys/api/scheduling.html#sionna.sys.PFSchedulerSUMIMO) class schedules users according the\n",
    "proportional fairness (PF) criterion in a single-user MIMO scenario, where at\n",
    "most one user can be scheduled in each resource.\n",
    "\n",
    "By maximizing the sum of logarithms of user throughput, the PF scheduler\n",
    "distributes resources uniformly across users while opportunistically scheduling\n",
    "users when their channel conditions reach a local peak.\n",
    "\n",
    "In this notebook, the achievable rate is modeled using a simple autoregressive\n",
    "process and is assumed to be perfectly estimated.  \n",
    "For more realistic settings, please refer to the more advanced \n",
    "[system-level simulation notebook](https://nvlabs.github.io/sionna/sys/tutorials/End-to-End_Example.html) and [Sionna SYS meets RT\n",
    "notebook](https://nvlabs.github.io/sionna/sys/tutorials/SYS_Meets_RT.html).\n",
    "\n",
    "\n",
    "## References\n",
    "\n",
    "[1] A\\. Jalali, R\\. Padovani, R\\. Pankaj, \"Data throughput of CDMA-HDR a high efficiency-high data rate personal\n",
    "    communication wireless system.\" VTC2000-Spring. 2000 IEEE 51st Vehicular\n",
    "    Technology Conference Proceedings. Vol. 3. IEEE, 2000. \n",
    "\n",
    "[2] A\\. L\\. Stolyar, \"Maximizing queueing network utility subject to\n",
    "    stability: Greedy primal-dual algorithm\". Queueing Systems, 50, pp. 401-457,\n",
    "    2005. \n",
    "\n",
    "[3] M\\. Andrews, L\\. Qian, A\\. Stolyar. \"Optimal utility based\n",
    "    multi-user throughput allocation subject to throughput constraints.\" Proceedings\n",
    "    IEEE 24th Annual Joint Conference of the IEEE Computer and Communications\n",
    "    Societies. Vol. 4. IEEE, 2005. "
   ]
  }
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